{
 "cells": [
  {
   "cell_type": "markdown",
   "id": "bb99dc5a-be62-4b35-af3c-68e04e57a786",
   "metadata": {
    "id": "bb99dc5a-be62-4b35-af3c-68e04e57a786"
   },
   "source": [
    "# Imports"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 1,
   "id": "aa406d9b",
   "metadata": {
    "id": "aa406d9b"
   },
   "outputs": [],
   "source": [
    "import ee\n",
    "import eemont\n",
    "import geopandas as gpd\n",
    "import fiona\n",
    "import multiprocessing\n",
    "import geemap\n",
    "import pprint\n",
    "import pandas as pd\n",
    "import numpy as np\n",
    "import seaborn as sns\n",
    "from matplotlib import pyplot as plt\n",
    "import geemap.colormaps as cm\n",
    "import rioxarray\n",
    "import xarray\n",
    "import os\n",
    "%matplotlib inline"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 2,
   "id": "4884eb84-95de-4ff4-8248-1bb6a3cae095",
   "metadata": {},
   "outputs": [],
   "source": [
    "import warnings\n",
    "warnings.filterwarnings('ignore')"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "5afc8b17-cc9b-4054-9505-9cce29f9aad7",
   "metadata": {},
   "source": [
    "# Google earth engine"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "id": "vNr87PMfKnjM",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "vNr87PMfKnjM",
    "outputId": "79cee8df-cc0c-48c9-e723-f55f7d50b929"
   },
   "outputs": [
    {
     "data": {
      "text/html": [
       "<p>To authorize access needed by Earth Engine, open the following\n",
       "        URL in a web browser and follow the instructions:</p>\n",
       "        <p><a href=https://code.earthengine.google.com/client-auth?scopes=https%3A//www.googleapis.com/auth/earthengine%20https%3A//www.googleapis.com/auth/devstorage.full_control&request_id=2ENzM62NMRsrOE6MnDnDjqG7C2VSaPaVuTEDrY1ZcWY&tc=_u3x6HsxWrgwpT6d2bRNXG6DrrcjrBwHQYIAfg4ye5Y&cc=M3V0vtngIcstO7o_lLXDnONWABrf7qPFRihUEPOL9GA>https://code.earthengine.google.com/client-auth?scopes=https%3A//www.googleapis.com/auth/earthengine%20https%3A//www.googleapis.com/auth/devstorage.full_control&request_id=2ENzM62NMRsrOE6MnDnDjqG7C2VSaPaVuTEDrY1ZcWY&tc=_u3x6HsxWrgwpT6d2bRNXG6DrrcjrBwHQYIAfg4ye5Y&cc=M3V0vtngIcstO7o_lLXDnONWABrf7qPFRihUEPOL9GA</a></p>\n",
       "        <p>The authorization workflow will generate a code, which you should paste in the box below.</p>\n",
       "        "
      ],
      "text/plain": [
       "<IPython.core.display.HTML object>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdin",
     "output_type": "stream",
     "text": [
      "Enter verification code:  4/1AWtgzh5qmb6tj6TG3qVizBDSaB6-gnitDYmsi4llngsehV6sDc4I3M5dftk\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      "Successfully saved authorization token.\n"
     ]
    }
   ],
   "source": [
    "# authenticating\n",
    "ee.Authenticate()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "id": "fc538d0c-87ae-469e-9a2d-b1b2970fc864",
   "metadata": {
    "id": "fc538d0c-87ae-469e-9a2d-b1b2970fc864"
   },
   "outputs": [],
   "source": [
    "# initializing\n",
    "ee.Initialize()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "4b0a12cd-d30f-4165-a035-28c40652d9c6",
   "metadata": {},
   "source": [
    "# Define parameters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "id": "607ec0d4-3260-45ed-8f3e-cbfececc031a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import datetime\n",
    "from datetime import datetime\n",
    "\n",
    "\n",
    "def convert_to_DOY(date_str):\n",
    "    \n",
    "    date_object = datetime.strptime(date_str, '%Y-%m-%d')\n",
    "    \n",
    "    day_of_year = date_object.timetuple().tm_yday\n",
    "    \n",
    "    if day_of_year <= 60:\n",
    "        day_of_year = day_of_year + 365\n",
    "    else:\n",
    "        day_of_year = day_of_year\n",
    "\n",
    "    return day_of_year\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "id": "8aef7a66-be95-4867-b2f1-c8b31bb9634a",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Time series lenght\n",
    "START_DATE = '2016-01-01'\n",
    "END_DATE = '2022-03-01'"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 7,
   "id": "33ca264f-6c5e-4456-83f2-7670166a3c2f",
   "metadata": {},
   "outputs": [],
   "source": [
    "# Polders statistics\n",
    "Plant_start = convert_to_DOY('2022-08-01')\n",
    "Plant_start_end = Plant_start + 60\n",
    "\n",
    "Harvest_start = convert_to_DOY('2022-12-01')\n",
    "Harvest_start_end = Harvest_start + 80\n",
    "\n",
    "Peak_find_min = Plant_start_end\n",
    "Peak_find_max = Harvest_start"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 8,
   "id": "e794ffe2-65c2-4650-96e5-a0ad8881b49e",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(213, 273)"
      ]
     },
     "execution_count": 8,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Plant_start, Plant_start_end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 9,
   "id": "99866746-74c8-43d5-ad01-e5ff19d95368",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(273, 335)"
      ]
     },
     "execution_count": 9,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Peak_find_min, Peak_find_max"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "id": "fe4b1ecc-a3a3-4588-b7d1-d43cbdc8d8bf",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "(335, 415)"
      ]
     },
     "execution_count": 10,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "Harvest_start, Harvest_start_end"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 135,
   "id": "5ff1d4fd-0ff2-4179-8bf2-0bfd49771f91",
   "metadata": {},
   "outputs": [],
   "source": [
    "image_processing_save = r'C:/Users/ksucrops/Documents/tedescodata/crop_season_stats/images/polder_29/processing/'"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "2cd5aef6-e142-44b2-85f3-d23e3bf7a81d",
   "metadata": {
    "id": "2cd5aef6-e142-44b2-85f3-d23e3bf7a81d"
   },
   "source": [
    "# Read field file (shapefile)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 12,
   "id": "174f76e3-27ad-4bf5-9aed-43fbac8f7674",
   "metadata": {
    "id": "174f76e3-27ad-4bf5-9aed-43fbac8f7674",
    "tags": []
   },
   "outputs": [],
   "source": [
    "# importing field boundary\n",
    "fieldbound_orginal = geemap.shp_to_ee(r'C:\\Users\\ksucrops\\Documents\\tedescodata\\crop_season_stats\\shapefile\\polder_29\\polder_29.shp', crs='epsg:4326')\n",
    "field_centroid = gpd.read_file(r'C:\\Users\\ksucrops\\Documents\\tedescodata\\crop_season_stats\\shapefile\\polder_29\\polder_29.shp')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 13,
   "id": "7cad2cd6-452e-4b99-814a-c7f48abbbc93",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "7cad2cd6-452e-4b99-814a-c7f48abbbc93",
    "outputId": "56a79993-ed08-4016-8eb3-1f837608eddb"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "1478.8927548774689"
      ]
     },
     "execution_count": 13,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "# Checking area, in hectares\n",
    "AOI = fieldbound_orginal\n",
    "\n",
    "\n",
    "fieldbound_orginal.geometry().area(maxError=2).divide(100 * 100).getInfo()"
   ]
  },
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    "id": "6f1804f4-d893-4d45-9826-ba774c9c47a9",
    "outputId": "45b40946-c48e-4982-848a-e8c6e2f9c8a5"
   },
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "2eb6246eceed4b06a5c291151bd47b06",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Map(center=[22.62027232138164, 89.43192247891598], controls=(WidgetControl(options=['position', 'transparent_b…"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Defining zoom level\n",
    "zoomlevel = 12 #12 for bangladesh #15 for larger fields, 16-17 for smaller fields\n",
    "\n",
    "Map = geemap.Map(center = [field_centroid.centroid.y.mean(),\n",
    "                           field_centroid.centroid.x.mean()],\n",
    "                 zoom=zoomlevel)\n",
    "\n",
    "Map.add_basemap('HYBRID')\n",
    "Map.addLayer(fieldbound_orginal, {'color': 'cyan'}, name=\"Field\")\n",
    "Map"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "3c3d1359-f55d-42f0-acd6-ec2dc77dd028",
   "metadata": {},
   "source": [
    "# Crop lands"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 15,
   "id": "5584b4bc-783e-463b-be89-a902d15b876e",
   "metadata": {},
   "outputs": [],
   "source": [
    "esa = ee.ImageCollection(\"ESA/WorldCover/v200\")\n",
    "\n",
    "water = ee.Image(\"JRC/GSW1_4/GlobalSurfaceWater\")\n",
    "water_transic = water.select('transition')\n",
    "water_transic = water_transic.set(\"system:time_start\", ee.Date(\"2020-12-31T23:00:00\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "id": "fec782e5-2755-4fec-bd61-aae7ca714516",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "0b87c8f40f614d8081ce76d47ecd20da",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Requesting data:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "ba24c1a6e8c34cae9dcfae15a781b738",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading data:   0%|          | 0/1 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "application/vnd.jupyter.widget-view+json": {
       "model_id": "1f433c37cca641cf984db893b3985bc9",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Downloading:   0%|          | 0.00/16.4k [00:00<?, ?iB/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "CPU times: total: 4.73 s\n",
      "Wall time: 7.74 s\n"
     ]
    }
   ],
   "source": [
    "%%time\n",
    "import wxee\n",
    "esa_xarray = esa.wx.to_xarray(scale = 10, crs = \"EPSG:32645\", region=AOI.geometry())\n",
    "water_xarray = water_transic.wx.to_xarray(scale = 10, crs = \"EPSG:32645\", region=AOI.geometry())\n",
    "water_xarray = water_xarray.rename({'transition':'Map'})"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 17,
   "id": "3c7cc439-c931-49f4-af24-81d14758b6e5",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1e7dcbd2820>"
      ]
     },
     "execution_count": 17,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lands_ = esa_xarray.where((esa_xarray == 10) | (esa_xarray == 30) \\\n",
    "                          | (esa_xarray == 50) | (esa_xarray == 60)\\\n",
    "                          | (esa_xarray == 90))\n",
    "\n",
    "mask_others = 1 * np.ones((lands_.dims['y'], lands_.dims['x'])) * np.isnan(lands_.Map.isel(time=0))\n",
    "mask_others.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 18,
   "id": "8df4e772-7839-4eba-9bc5-2c9584c80929",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1e7dcc137f0>"
      ]
     },
     "execution_count": 18,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "water_ = water_xarray.where(water_xarray == 1)\n",
    "mask_water = 1 * np.ones((water_.dims['y'], water_.dims['x'])) * np.isnan(water_.Map.isel(time=0))\n",
    "mask_water.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 19,
   "id": "8ecd8cad-7e8b-4afb-8218-1c6f95748de0",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1e7dcccd8b0>"
      ]
     },
     "execution_count": 19,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "mask_combine = xarray.Dataset({'Map': mask_others + mask_water})\n",
    "mask_combine = mask_combine.where(mask_combine['Map'] == 1, drop=True)\n",
    "\n",
    "# set CRS for the output file\n",
    "mask_combine.rio.write_crs(\"EPSG:32645\", inplace=True)\n",
    "\n",
    "# set CRS for field centroid\n",
    "field_centroid_utm = field_centroid.to_crs(epsg=32645)\n",
    "\n",
    "# create the clip mask\n",
    "mask_class = mask_combine.Map.where(~np.isnan(mask_combine.Map), 0)\n",
    "\n",
    "# clip the data using the field centroid shape\n",
    "mask_class = mask_class.rio.clip(field_centroid_utm.geometry.values)\n",
    "\n",
    "# view the clipped data\n",
    "mask_class.plot()"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "c65a05b2-b3f0-4f6e-b67b-03a7e4f01b8b",
   "metadata": {
    "id": "c65a05b2-b3f0-4f6e-b67b-03a7e4f01b8b",
    "tags": []
   },
   "source": [
    "# Sentinel-1 Collection"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "Htf7ieYfCE8o",
   "metadata": {
    "id": "Htf7ieYfCE8o",
    "tags": []
   },
   "source": [
    "### DEM Layers"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 20,
   "id": "f087b9cf-5b99-4ae0-bfb0-d84699828c5e",
   "metadata": {
    "id": "f087b9cf-5b99-4ae0-bfb0-d84699828c5e"
   },
   "outputs": [],
   "source": [
    "# Import ALOS AW3D30 latest DEM version v3.2\n",
    "dem = ee.ImageCollection(\"JAXA/ALOS/AW3D30/V3_2\").select(\"DSM\")\n",
    "dem = dem.mosaic().setDefaultProjection(dem.first().select(0).projection())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 21,
   "id": "c07919d5-1519-4a9b-9617-aa5a9f6c55ad",
   "metadata": {
    "id": "c07919d5-1519-4a9b-9617-aa5a9f6c55ad"
   },
   "outputs": [],
   "source": [
    "slope = ee.Terrain.slope(dem); # Calculate slope from the DEM data\n",
    "dem_mask = dem.lt(3600); # Mask elevation above 3600m, where no crops grow.\n",
    "slope_mask = slope.lt(30) #Mask slopes steeper than 30°, where no crops grow.\n",
    "crop_mask = dem_mask.And(slope_mask); # Combine the two conditions"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "19d94196-f2fc-4541-80f3-f4f044f176c7",
   "metadata": {
    "id": "19d94196-f2fc-4541-80f3-f4f044f176c7",
    "tags": []
   },
   "source": [
    "### Terrain Flattening"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 22,
   "id": "0c06a672-4d16-46af-b4e1-295d08a2d1f5",
   "metadata": {
    "id": "0c06a672-4d16-46af-b4e1-295d08a2d1f5"
   },
   "outputs": [],
   "source": [
    "#!/usr/bin/env python3\n",
    "# -*- coding: utf-8 -*-\n",
    "\n",
    "\"\"\"\n",
    "Version: v1.0\n",
    "Date: 2019-03-12\n",
    "Description: This code is adopted from\n",
    "Vollrath, A., Mullissa, A., & Reiche, J. (2018).\n",
    "Angular-Based Radiometric Slope Correction for Sentinel-1 on Google Earth Engine.\n",
    "  Remote Sensing, 12(11), [1867]. https://doi.org/10.3390/rs12111867\n",
    "\"\"\"\n",
    "\n",
    "import ee\n",
    "import math\n",
    "\n",
    "# ---------------------------------------------------------------------------//\n",
    "# Terrain Flattening\n",
    "# ---------------------------------------------------------------------------//\n",
    "\n",
    "def slope_correction(collection, TERRAIN_FLATTENING_MODEL\n",
    "                                 ,DEM, TERRAIN_FLATTENING_ADDITIONAL_LAYOVER_SHADOW_BUFFER):\n",
    "    \"\"\"\n",
    "\n",
    "    Parameters\n",
    "    ----------\n",
    "    collection : ee image collection\n",
    "        DESCRIPTION.\n",
    "    TERRAIN_FLATTENING_MODEL : string\n",
    "        The radiometric terrain normalization model, either volume or direct\n",
    "    DEM : ee asset\n",
    "        The DEM to be used\n",
    "    TERRAIN_FLATTENING_ADDITIONAL_LAYOVER_SHADOW_BUFFER : integer\n",
    "        The additional buffer to account for the passive layover and shadow\n",
    "\n",
    "    Returns\n",
    "    -------\n",
    "    ee image collection\n",
    "        An image collection where radiometric terrain normalization is\n",
    "        implemented on each image\n",
    "\n",
    "    \"\"\"\n",
    "\n",
    "    ninetyRad = ee.Image.constant(90).multiply(math.pi/180)\n",
    "\n",
    "    def _volumetric_model_SCF(theta_iRad, alpha_rRad):\n",
    "        \"\"\"\n",
    "\n",
    "        Parameters\n",
    "        ----------\n",
    "        theta_iRad : ee.Image\n",
    "            The scene incidence angle\n",
    "        alpha_rRad : ee.Image\n",
    "            Slope steepness in range\n",
    "\n",
    "        Returns\n",
    "        -------\n",
    "        ee.Image\n",
    "            Applies the volume model in the radiometric terrain normalization\n",
    "\n",
    "        \"\"\"\n",
    "\n",
    "        # Volume model\n",
    "        nominator = (ninetyRad.subtract(theta_iRad).add(alpha_rRad)).tan()\n",
    "        denominator = (ninetyRad.subtract(theta_iRad)).tan()\n",
    "        return nominator.divide(denominator)\n",
    "\n",
    "    def _direct_model_SCF(theta_iRad, alpha_rRad, alpha_azRad):\n",
    "        \"\"\"\n",
    "\n",
    "        Parameters\n",
    "        ----------\n",
    "        theta_iRad : ee.Image\n",
    "            The scene incidence angle\n",
    "        alpha_rRad : ee.Image\n",
    "            Slope steepness in range\n",
    "\n",
    "        Returns\n",
    "        -------\n",
    "        ee.Image\n",
    "            Applies the direct model in the radiometric terrain normalization\n",
    "\n",
    "        \"\"\"\n",
    "        # Surface model\n",
    "        nominator = (ninetyRad.subtract(theta_iRad)).cos()\n",
    "        denominator = alpha_azRad.cos().multiply((ninetyRad.subtract(theta_iRad).add(alpha_rRad)).cos())\n",
    "        return nominator.divide(denominator)\n",
    "\n",
    "    def _erode(image, distance):\n",
    "        \"\"\"\n",
    "        \n",
    "\n",
    "        Parameters\n",
    "        ----------\n",
    "        image : ee.Image\n",
    "            Image to apply the erode function to\n",
    "        distance : integer\n",
    "            The distance to apply the buffer\n",
    "\n",
    "        Returns\n",
    "        -------\n",
    "        ee.Image\n",
    "            An image that is masked to conpensate for passive layover\n",
    "            and shadow depending on the given distance\n",
    "\n",
    "        \"\"\"\n",
    "        # buffer function (thanks Noel)\n",
    "\n",
    "        d = (image.Not().unmask(1).fastDistanceTransform(30).sqrt()\n",
    "             .multiply(ee.Image.pixelArea().sqrt()))\n",
    "\n",
    "        return image.updateMask(d.gt(distance))\n",
    "\n",
    "    def _masking(alpha_rRad, theta_iRad, buffer):\n",
    "        \"\"\"\n",
    "\n",
    "        Parameters\n",
    "        ----------\n",
    "        alpha_rRad : ee.Image\n",
    "            Slope steepness in range\n",
    "        theta_iRad : ee.Image\n",
    "            The scene incidence angle\n",
    "        buffer : TYPE\n",
    "            DESCRIPTION.\n",
    "\n",
    "        Returns\n",
    "        -------\n",
    "        ee.Image\n",
    "            An image that is masked to conpensate for passive layover\n",
    "            and shadow depending on the given distance\n",
    "\n",
    "        \"\"\"\n",
    "        # calculate masks\n",
    "        # layover, where slope > radar viewing angle\n",
    "        layover = alpha_rRad.lt(theta_iRad).rename('layover')\n",
    "        # shadow\n",
    "        shadow = alpha_rRad.gt(ee.Image.constant(-1)\n",
    "                        .multiply(ninetyRad.subtract(theta_iRad))).rename('shadow')\n",
    "        # combine layover and shadow\n",
    "        mask = layover.And(shadow)\n",
    "        # add buffer to final mask\n",
    "        if (buffer > 0):\n",
    "            mask = _erode(mask, buffer)\n",
    "        return mask.rename('no_data_mask')\n",
    "\n",
    "    def _correct(image):\n",
    "        \"\"\"\n",
    "        \n",
    "\n",
    "        Parameters\n",
    "        ----------\n",
    "        image : ee.Image\n",
    "            Image to apply the radiometric terrain normalization to\n",
    "\n",
    "        Returns\n",
    "        -------\n",
    "        ee.Image\n",
    "            Radiometrically terrain corrected image\n",
    "\n",
    "        \"\"\"\n",
    "\n",
    "        bandNames = image.bandNames()\n",
    "        \n",
    "        geom = image.geometry()\n",
    "        proj = image.select(1).projection()\n",
    "\n",
    "        elevation = DEM.resample('bilinear').reproject(proj,None, 10).clip(geom)\n",
    "\n",
    "        # calculate the look direction\n",
    "        heading = ee.Terrain.aspect(image.select('angle')).reduceRegion(ee.Reducer.mean(), image.geometry(), 1000)\n",
    "\n",
    "        \n",
    "        #in case of null values for heading replace with 0\n",
    "        heading = ee.Dictionary(heading).combine({'aspect': 0}, False).get('aspect')\n",
    "        \n",
    "        heading = ee.Algorithms.If(\n",
    "            ee.Number(heading).gt(180),\n",
    "            ee.Number(heading).subtract(360),\n",
    "            ee.Number(heading)\n",
    "        )\n",
    "        \n",
    "        # the numbering follows the article chapters\n",
    "        # 2.1.1 Radar geometry\n",
    "        theta_iRad = image.select('angle').multiply(math.pi/180)\n",
    "        phi_iRad = ee.Image.constant(heading).multiply(math.pi/180)\n",
    "        \n",
    "        # 2.1.2 Terrain geometry\n",
    "        alpha_sRad = ee.Terrain.slope(elevation).select('slope').multiply(math.pi / 180)\n",
    "\n",
    "        aspect = ee.Terrain.aspect(elevation).select('aspect').clip(geom)\n",
    "        \n",
    "        aspect_minus = aspect.updateMask(aspect.gt(180)).subtract(360)\n",
    "        \n",
    "        phi_sRad = aspect.updateMask(aspect.lte(180))\\\n",
    "            .unmask()\\\n",
    "            .add(aspect_minus.unmask())\\\n",
    "            .multiply(-1)\\\n",
    "            .multiply(math.pi / 180)\n",
    "          \n",
    "        #elevation = DEM.reproject(proj,None, 10).clip(geom)\n",
    "\n",
    "        # 2.1.3 Model geometry\n",
    "        # reduce to 3 angle\n",
    "        phi_rRad = phi_iRad.subtract(phi_sRad)\n",
    "\n",
    "        # slope steepness in range (eq. 2)\n",
    "        alpha_rRad = (alpha_sRad.tan().multiply(phi_rRad.cos())).atan()\n",
    "\n",
    "        # slope steepness in azimuth (eq 3)\n",
    "        alpha_azRad = (alpha_sRad.tan().multiply(phi_rRad.sin())).atan()\n",
    "\n",
    "        # 2.2\n",
    "        # Gamma_nought\n",
    "        gamma0 = image.divide(theta_iRad.cos())\n",
    "\n",
    "        if (TERRAIN_FLATTENING_MODEL == 'VOLUME'):\n",
    "            # Volumetric Model\n",
    "            scf = _volumetric_model_SCF(theta_iRad, alpha_rRad)\n",
    "\n",
    "        if (TERRAIN_FLATTENING_MODEL == 'DIRECT'):\n",
    "            scf = _direct_model_SCF(theta_iRad, alpha_rRad, alpha_azRad)\n",
    "\n",
    "        # apply model for Gamm0\n",
    "        gamma0_flat = gamma0.multiply(scf)\n",
    "\n",
    "        # get Layover/Shadow mask\n",
    "        mask = _masking(alpha_rRad, theta_iRad, TERRAIN_FLATTENING_ADDITIONAL_LAYOVER_SHADOW_BUFFER)\n",
    "        output = gamma0_flat.mask(mask).rename(bandNames).copyProperties(image)\n",
    "        output = ee.Image(output).addBands(image.select('angle'), None, True)\n",
    "\n",
    "        return output.set('system:time_start', image.get('system:time_start'))\n",
    "    return collection.map(_correct)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "7b3ada99-b219-4ad2-a92b-6becf75ec04f",
   "metadata": {
    "id": "7b3ada99-b219-4ad2-a92b-6becf75ec04f",
    "tags": []
   },
   "source": [
    "### Speckle Filters"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 23,
   "id": "6879ec65-2754-48f2-87ee-a4d90b4d532a",
   "metadata": {
    "id": "6879ec65-2754-48f2-87ee-a4d90b4d532a"
   },
   "outputs": [],
   "source": [
    "import math\n",
    "\n",
    "# ---------------------------------------------------------------------------//\n",
    "# 1.SPECKLE FILTERS\n",
    "# ---------------------------------------------------------------------------//\n",
    "\n",
    "def boxcar(image, KERNEL_SIZE):\n",
    "    \"\"\"\n",
    "    Apply boxcar filter on every image in the collection.\n",
    "    Parameters\n",
    "    ----------\n",
    "    image : ee.Image\n",
    "        Image to be filtered\n",
    "    KERNEL_SIZE : positive odd integer\n",
    "        Neighbourhood window size\n",
    "    Returns\n",
    "    -------\n",
    "    ee.Image\n",
    "        Filtered Image\n",
    "    \"\"\"\n",
    "    bandNames = image.bandNames().remove('angle')\n",
    "      #Define a boxcar kernel\n",
    "    kernel = ee.Kernel.square((KERNEL_SIZE/2), units='pixels', normalize=True)\n",
    "     #Apply boxcar\n",
    "    output = image.select(bandNames).convolve(kernel).rename(bandNames)\n",
    "    return image.addBands(output, None, True)\n",
    "\n",
    "def leefilter(image, KERNEL_SIZE):\n",
    "    \"\"\"\n",
    "    Lee Filter applied to one image.\n",
    "    It is implemented as described in\n",
    "    J. S. Lee, “Digital image enhancement and noise filtering by use of local statistics,”\n",
    "    IEEE Pattern Anal. Machine Intell., vol. PAMI-2, pp. 165–168, Mar. 1980.\n",
    "    Parameters\n",
    "    ----------\n",
    "    image : ee.Image\n",
    "        Image to be filtered\n",
    "    KERNEL_SIZE : positive odd integer\n",
    "        Neighbourhood window size\n",
    "    Returns\n",
    "    -------\n",
    "    ee.Image\n",
    "        Filtered Image\n",
    "    \"\"\"\n",
    "    bandNames = image.bandNames().remove('angle')\n",
    "\n",
    "    # S1-GRD images are multilooked 5 times in range\n",
    "    enl = 5\n",
    "    # Compute the speckle standard deviation\n",
    "    eta = 1.0/math.sqrt(enl)\n",
    "    eta = ee.Image.constant(eta)\n",
    "\n",
    "    # MMSE estimator\n",
    "    # Neighbourhood mean and variance\n",
    "    oneImg = ee.Image.constant(1)\n",
    "    # Estimate stats\n",
    "    reducers = ee.Reducer.mean().combine(\n",
    "                      reducer2= ee.Reducer.variance()\n",
    "                      ,sharedInputs= True\n",
    "                      )\n",
    "    stats = (image.select(bandNames).reduceNeighborhood(\n",
    "                      reducer= reducers\n",
    "                          ,kernel= ee.Kernel.square(KERNEL_SIZE/2, 'pixels')\n",
    "                              ,optimization= 'window'))\n",
    "    meanBand = bandNames.map(lambda bandName: ee.String(bandName).cat('_mean'))\n",
    "    varBand = bandNames.map(lambda bandName:  ee.String(bandName).cat('_variance'))\n",
    "\n",
    "    z_bar = stats.select(meanBand)\n",
    "    varz = stats.select(varBand)\n",
    "    # Estimate weight \n",
    "    varx = (varz.subtract(z_bar.pow(2).multiply(eta.pow(2)))).divide(oneImg.add(eta.pow(2)))\n",
    "    b = varx.divide(varz)\n",
    "  \n",
    "    # if b is negative set it to zero\n",
    "    new_b = b.where(b.lt(0), 0)\n",
    "    output = oneImg.subtract(new_b).multiply(z_bar.abs()).add(new_b.multiply(image.select(bandNames)))\n",
    "    output = output.rename(bandNames)\n",
    "    return image.addBands(output, None, True)\n",
    "\n",
    "\n",
    "def gammamap(image,KERNEL_SIZE): \n",
    "    \n",
    "    \"\"\"\n",
    "    Gamma Maximum a-posterior Filter applied to one image. It is implemented as described in \n",
    "    Lopes A., Nezry, E., Touzi, R., and Laur, H., 1990.  \n",
    "    Maximum A Posteriori Speckle Filtering and First Order texture Models in SAR Images.  \n",
    "    International  Geoscience  and  Remote  Sensing  Symposium (IGARSS).\n",
    "    Parameters\n",
    "    ----------\n",
    "    image : ee.Image\n",
    "        Image to be filtered\n",
    "    KERNEL_SIZE : positive odd integer\n",
    "        Neighbourhood window size\n",
    "    Returns\n",
    "    -------\n",
    "    ee.Image\n",
    "        Filtered Image\n",
    "    \"\"\"\n",
    "    enl = 5\n",
    "    bandNames = image.bandNames().remove('angle')\n",
    "    #local mean\n",
    "    reducers = ee.Reducer.mean().combine( \\\n",
    "                      reducer2= ee.Reducer.stdDev(), \\\n",
    "                      sharedInputs= True\n",
    "                      )\n",
    "    stats = (image.select(bandNames).reduceNeighborhood( \\\n",
    "                      reducer= reducers, \\\n",
    "                          kernel= ee.Kernel.square(KERNEL_SIZE/2,'pixels'), \\\n",
    "                              optimization= 'window'))\n",
    "    meanBand = bandNames.map(lambda bandName: ee.String(bandName).cat('_mean'))\n",
    "    stdDevBand = bandNames.map(lambda bandName:  ee.String(bandName).cat('_stdDev'))\n",
    "        \n",
    "    z = stats.select(meanBand)\n",
    "    sigz = stats.select(stdDevBand)\n",
    "    \n",
    "    #local observed coefficient of variation\n",
    "    ci = sigz.divide(z)\n",
    "    #noise coefficient of variation (or noise sigma)\n",
    "    cu = 1.0/math.sqrt(enl)\n",
    "    #threshold for the observed coefficient of variation\n",
    "    cmax = math.sqrt(2.0) * cu\n",
    "    cu = ee.Image.constant(cu)\n",
    "    cmax = ee.Image.constant(cmax)\n",
    "    enlImg = ee.Image.constant(enl)\n",
    "    oneImg = ee.Image.constant(1)\n",
    "    twoImg = ee.Image.constant(2)\n",
    "\n",
    "    alpha = oneImg.add(cu.pow(2)).divide(ci.pow(2).subtract(cu.pow(2)))\n",
    "\n",
    "    #Implements the Gamma MAP filter described in equation 11 in Lopez et al. 1990\n",
    "    q = image.select(bandNames).expression('z**2 * (z * alpha - enl - 1)**2 + 4 * alpha * enl * b() * z', { 'z': z,  'alpha':alpha,'enl': enl})\n",
    "    rHat = z.multiply(alpha.subtract(enlImg).subtract(oneImg)).add(q.sqrt()).divide(twoImg.multiply(alpha))\n",
    "  \n",
    "    #if ci <= cu then its a homogenous region ->> boxcar filter\n",
    "    zHat = (z.updateMask(ci.lte(cu))).rename(bandNames)\n",
    "    #if cmax > ci > cu then its a textured medium ->> apply Gamma MAP filter\n",
    "    rHat = (rHat.updateMask(ci.gt(cu)).updateMask(ci.lt(cmax))).rename(bandNames)\n",
    "    #ci>cmax then its strong signal ->> retain\n",
    "    x = image.select(bandNames).updateMask(ci.gte(cmax)).rename(bandNames)  \n",
    "    #Merge\n",
    "    output = ee.ImageCollection([zHat,rHat,x]).sum()\n",
    "    return image.addBands(output, None, True)\n",
    "\n",
    "def RefinedLee(image):\n",
    "    \"\"\"\n",
    "    This filter is modified from the implementation by Guido Lemoine \n",
    "    Source: Lemoine et al. https://code.earthengine.google.com/5d1ed0a0f0417f098fdfd2fa137c3d0c\n",
    "    Parameters\n",
    "    ----------\n",
    "    image: ee.Image\n",
    "        Image to be filtered\n",
    "    Returns\n",
    "    -------\n",
    "    result: ee.Image\n",
    "        Filtered Image\n",
    "    \"\"\"\n",
    "\n",
    "    bandNames = image.bandNames().remove('angle')\n",
    "\n",
    "    def inner(b):\n",
    "\n",
    "        img = image.select([b]);\n",
    "    \n",
    "        # img must be linear, i.e. not in dB!\n",
    "        # Set up 3x3 kernels \n",
    "        weights3 = ee.List.repeat(ee.List.repeat(1,3),3);\n",
    "        kernel3 = ee.Kernel.fixed(3,3, weights3, 1, 1, False);\n",
    "  \n",
    "        mean3 = img.reduceNeighborhood(ee.Reducer.mean(), kernel3);\n",
    "        variance3 = img.reduceNeighborhood(ee.Reducer.variance(), kernel3);\n",
    "  \n",
    "        # Use a sample of the 3x3 windows inside a 7x7 windows to determine gradients and directions\n",
    "        sample_weights = ee.List([[0,0,0,0,0,0,0], [0,1,0,1,0,1,0],[0,0,0,0,0,0,0], [0,1,0,1,0,1,0], [0,0,0,0,0,0,0], [0,1,0,1,0,1,0],[0,0,0,0,0,0,0]]);\n",
    "  \n",
    "        sample_kernel = ee.Kernel.fixed(7,7, sample_weights, 3,3, False);\n",
    "  \n",
    "        # Calculate mean and variance for the sampled windows and store as 9 bands\n",
    "        sample_mean = mean3.neighborhoodToBands(sample_kernel); \n",
    "        sample_var = variance3.neighborhoodToBands(sample_kernel);\n",
    "  \n",
    "        # Determine the 4 gradients for the sampled windows\n",
    "        gradients = sample_mean.select(1).subtract(sample_mean.select(7)).abs();\n",
    "        gradients = gradients.addBands(sample_mean.select(6).subtract(sample_mean.select(2)).abs());\n",
    "        gradients = gradients.addBands(sample_mean.select(3).subtract(sample_mean.select(5)).abs());\n",
    "        gradients = gradients.addBands(sample_mean.select(0).subtract(sample_mean.select(8)).abs());\n",
    "  \n",
    "        # And find the maximum gradient amongst gradient bands\n",
    "        max_gradient = gradients.reduce(ee.Reducer.max());\n",
    "  \n",
    "        # Create a mask for band pixels that are the maximum gradient\n",
    "        gradmask = gradients.eq(max_gradient);\n",
    "  \n",
    "        # duplicate gradmask bands: each gradient represents 2 directions\n",
    "        gradmask = gradmask.addBands(gradmask);\n",
    "  \n",
    "        # Determine the 8 directions\n",
    "        directions = sample_mean.select(1).subtract(sample_mean.select(4)).gt(sample_mean.select(4).subtract(sample_mean.select(7))).multiply(1);\n",
    "        directions = directions.addBands(sample_mean.select(6).subtract(sample_mean.select(4)).gt(sample_mean.select(4).subtract(sample_mean.select(2))).multiply(2));\n",
    "        directions = directions.addBands(sample_mean.select(3).subtract(sample_mean.select(4)).gt(sample_mean.select(4).subtract(sample_mean.select(5))).multiply(3));\n",
    "        directions = directions.addBands(sample_mean.select(0).subtract(sample_mean.select(4)).gt(sample_mean.select(4).subtract(sample_mean.select(8))).multiply(4));\n",
    "        # The next 4 are the not() of the previous 4\n",
    "        directions = directions.addBands(directions.select(0).Not().multiply(5));\n",
    "        directions = directions.addBands(directions.select(1).Not().multiply(6));\n",
    "        directions = directions.addBands(directions.select(2).Not().multiply(7));\n",
    "        directions = directions.addBands(directions.select(3).Not().multiply(8));\n",
    "  \n",
    "        # Mask all values that are not 1-8\n",
    "        directions = directions.updateMask(gradmask);\n",
    "  \n",
    "        # \"collapse\" the stack into a singe band image (due to masking, each pixel has just one value (1-8) in it's directional band, and is otherwise masked)\n",
    "        directions = directions.reduce(ee.Reducer.sum());  \n",
    "  \n",
    "        sample_stats = sample_var.divide(sample_mean.multiply(sample_mean));\n",
    "  \n",
    "        #Calculate localNoiseVariance\n",
    "        sigmaV = sample_stats.toArray().arraySort().arraySlice(0,0,5).arrayReduce(ee.Reducer.mean(), [0]);\n",
    "  \n",
    "        # Set up the 7*7 kernels for directional statistics\n",
    "        rect_weights = ee.List.repeat(ee.List.repeat(0,7),3).cat(ee.List.repeat(ee.List.repeat(1,7),4));\n",
    "  \n",
    "        diag_weights = ee.List([[1,0,0,0,0,0,0], [1,1,0,0,0,0,0], [1,1,1,0,0,0,0], [1,1,1,1,0,0,0], [1,1,1,1,1,0,0], [1,1,1,1,1,1,0], [1,1,1,1,1,1,1]]);\n",
    "  \n",
    "        rect_kernel = ee.Kernel.fixed(7,7, rect_weights, 3, 3, False);\n",
    "        diag_kernel = ee.Kernel.fixed(7,7, diag_weights, 3, 3, False);\n",
    "  \n",
    "        # Create stacks for mean and variance using the original kernels. Mask with relevant direction.\n",
    "        dir_mean = img.reduceNeighborhood(ee.Reducer.mean(), rect_kernel).updateMask(directions.eq(1));\n",
    "        dir_var = img.reduceNeighborhood(ee.Reducer.variance(), rect_kernel).updateMask(directions.eq(1));\n",
    "  \n",
    "        dir_mean = dir_mean.addBands(img.reduceNeighborhood(ee.Reducer.mean(), diag_kernel).updateMask(directions.eq(2)));\n",
    "        dir_var = dir_var.addBands(img.reduceNeighborhood(ee.Reducer.variance(), diag_kernel).updateMask(directions.eq(2)));\n",
    "  \n",
    "        # and add the bands for rotated kernels\n",
    "        for i in range(1, 4):\n",
    "            dir_mean = dir_mean.addBands(img.reduceNeighborhood(ee.Reducer.mean(), rect_kernel.rotate(i)).updateMask(directions.eq(2*i+1)))\n",
    "            dir_var = dir_var.addBands(img.reduceNeighborhood(ee.Reducer.variance(), rect_kernel.rotate(i)).updateMask(directions.eq(2*i+1)))\n",
    "            dir_mean = dir_mean.addBands(img.reduceNeighborhood(ee.Reducer.mean(), diag_kernel.rotate(i)).updateMask(directions.eq(2*i+2)))\n",
    "            dir_var = dir_var.addBands(img.reduceNeighborhood(ee.Reducer.variance(), diag_kernel.rotate(i)).updateMask(directions.eq(2*i+2)))\n",
    "\n",
    "  \n",
    "        # \"collapse\" the stack into a single band image (due to masking, each pixel has just one value in it's directional band, and is otherwise masked)\n",
    "        dir_mean = dir_mean.reduce(ee.Reducer.sum());\n",
    "        dir_var = dir_var.reduce(ee.Reducer.sum());\n",
    "  \n",
    "        # A finally generate the filtered value\n",
    "        varX = dir_var.subtract(dir_mean.multiply(dir_mean).multiply(sigmaV)).divide(sigmaV.add(1.0))\n",
    "  \n",
    "        b = varX.divide(dir_var)\n",
    "        result = dir_mean.add(b.multiply(img.subtract(dir_mean)))\n",
    "  \n",
    "        return result.arrayProject([0]).arrayFlatten([['sum']]).float()\n",
    "    \n",
    "    result = ee.ImageCollection(bandNames.map(inner)).toBands().rename(bandNames).copyProperties(image)\n",
    "    \n",
    "    return image.addBands(result, None, True) \n",
    "\n",
    "\n",
    "\n",
    "def leesigma(image,KERNEL_SIZE):\n",
    "    \"\"\"\n",
    "    Implements the improved lee sigma filter to one image. \n",
    "    It is implemented as described in, Lee, J.-S. Wen, J.-H. Ainsworth, T.L. Chen, K.-S. Chen, A.J. \n",
    "    Improved sigma filter for speckle filtering of SAR imagery. \n",
    "    IEEE Trans. Geosci. Remote Sens. 2009, 47, 202–213.\n",
    "    Parameters\n",
    "    ----------\n",
    "    image : ee.Image\n",
    "        Image to be filtered\n",
    "    KERNEL_SIZE : positive odd integer\n",
    "        Neighbourhood window size\n",
    "    Returns\n",
    "    -------\n",
    "    ee.Image\n",
    "        Filtered Image\n",
    "    \"\"\"\n",
    "\n",
    "    #parameters\n",
    "    Tk = ee.Image.constant(7) #number of bright pixels in a 3x3 window\n",
    "    sigma = 0.9\n",
    "    enl = 4\n",
    "    target_kernel = 3\n",
    "    bandNames = image.bandNames().remove('angle')\n",
    "  \n",
    "    #compute the 98 percentile intensity \n",
    "    z98 = ee.Dictionary(image.select(bandNames).reduceRegion(\n",
    "                reducer= ee.Reducer.percentile([98]),\n",
    "                geometry= image.geometry(),\n",
    "                scale=10,\n",
    "                maxPixels=1e13\n",
    "            )).toImage()\n",
    "  \n",
    "\n",
    "    #select the strong scatterers to retain\n",
    "    brightPixel = image.select(bandNames).gte(z98)\n",
    "    K = brightPixel.reduceNeighborhood(ee.Reducer.countDistinctNonNull()\n",
    "            ,ee.Kernel.square(target_kernel/2)) \n",
    "    retainPixel = K.gte(Tk)\n",
    "  \n",
    "  \n",
    "    #compute the a-priori mean within a 3x3 local window\n",
    "    #original noise standard deviation since the data is 5 look\n",
    "    eta = 1.0/math.sqrt(enl) \n",
    "    eta = ee.Image.constant(eta)\n",
    "    #MMSE applied to estimate the apriori mean\n",
    "    reducers = ee.Reducer.mean().combine( \\\n",
    "                      reducer2= ee.Reducer.variance(), \\\n",
    "                      sharedInputs= True\n",
    "                      )\n",
    "    stats = image.select(bandNames).reduceNeighborhood( \\\n",
    "                      reducer= reducers, \\\n",
    "                          kernel= ee.Kernel.square(target_kernel/2,'pixels'), \\\n",
    "                              optimization= 'window')\n",
    "    meanBand = bandNames.map(lambda bandName: ee.String(bandName).cat('_mean'))\n",
    "    varBand = bandNames.map(lambda bandName:  ee.String(bandName).cat('_variance'))\n",
    "        \n",
    "    z_bar = stats.select(meanBand)\n",
    "    varz = stats.select(varBand)\n",
    "    \n",
    "    oneImg = ee.Image.constant(1)\n",
    "    varx = (varz.subtract(z_bar.abs().pow(2).multiply(eta.pow(2)))).divide(oneImg.add(eta.pow(2)))\n",
    "    b = varx.divide(varz)\n",
    "    xTilde = oneImg.subtract(b).multiply(z_bar.abs()).add(b.multiply(image.select(bandNames)))\n",
    "  \n",
    "    #step 3: compute the sigma range\n",
    "    #Lookup table (J.S.Lee et al 2009) for range and eta values for intensity (only 4 look is shown here)\n",
    "    LUT = ee.Dictionary({0.5: ee.Dictionary({'I1': 0.694,'I2': 1.385,'eta': 0.1921}),\n",
    "                                 0.6: ee.Dictionary({'I1': 0.630,'I2': 1.495,'eta': 0.2348}),\n",
    "                                 0.7: ee.Dictionary({'I1': 0.560,'I2': 1.627,'eta': 0.2825}),\n",
    "                                 0.8: ee.Dictionary({'I1': 0.480,'I2': 1.804,'eta': 0.3354}),\n",
    "                                 0.9: ee.Dictionary({'I1': 0.378,'I2': 2.094,'eta': 0.3991}),\n",
    "                                 0.95: ee.Dictionary({'I1': 0.302,'I2': 2.360,'eta': 0.4391})});\n",
    "  \n",
    "    #extract data from lookup\n",
    "    sigmaImage = ee.Dictionary(LUT.get(str(sigma))).toImage()\n",
    "    I1 = sigmaImage.select('I1')\n",
    "    I2 = sigmaImage.select('I2')\n",
    "    #new speckle sigma\n",
    "    nEta = sigmaImage.select('eta')\n",
    "    #establish the sigma ranges\n",
    "    I1 = I1.multiply(xTilde)\n",
    "    I2 = I2.multiply(xTilde)\n",
    "  \n",
    "    #step 3: apply MMSE filter for pixels in the sigma range\n",
    "    #MMSE estimator\n",
    "    mask = image.select(bandNames).gte(I1).Or(image.select(bandNames).lte(I2))\n",
    "    z = image.select(bandNames).updateMask(mask)\n",
    "  \n",
    "    stats = z.reduceNeighborhood( \\\n",
    "                      reducer= reducers, \\\n",
    "                          kernel= ee.Kernel.square(KERNEL_SIZE/2,'pixels'), \\\n",
    "                              optimization= 'window')\n",
    "        \n",
    "    z_bar = stats.select(meanBand)\n",
    "    varz = stats.select(varBand)\n",
    "    \n",
    "    \n",
    "    varx = (varz.subtract(z_bar.abs().pow(2).multiply(nEta.pow(2)))).divide(oneImg.add(nEta.pow(2)))\n",
    "    b = varx.divide(varz)\n",
    "    #if b is negative set it to zero\n",
    "    new_b = b.where(b.lt(0), 0)\n",
    "    xHat = oneImg.subtract(new_b).multiply(z_bar.abs()).add(new_b.multiply(z))\n",
    "  \n",
    "    #remove the applied masks and merge the retained pixels and the filtered pixels\n",
    "    xHat = image.select(bandNames).updateMask(retainPixel).unmask(xHat)\n",
    "    output = ee.Image(xHat).rename(bandNames)\n",
    "    return image.addBands(output, None, True)\n",
    "\n",
    "\n",
    "#---------------------------------------------------------------------------//\n",
    "# 2. MONO-TEMPORAL SPECKLE FILTER (WRAPPER)\n",
    "#---------------------------------------------------------------------------//\n",
    "\n",
    "\n",
    "def MonoTemporal_Filter(coll,KERNEL_SIZE, SPECKLE_FILTER) :\n",
    "    \"\"\"\n",
    "    A wrapper function for monotemporal filter\n",
    "    Parameters\n",
    "    ----------\n",
    "    coll : ee Image collection\n",
    "        the image collection to be filtered\n",
    "    KERNEL_SIZE : odd integer\n",
    "        Spatial Neighbourhood window\n",
    "    SPECKLE_FILTER : String\n",
    "        Type of speckle filter\n",
    "    Returns\n",
    "    -------\n",
    "    ee.ImageCollection\n",
    "        An image collection where a mono-temporal filter is applied to each \n",
    "        image individually\n",
    "    \"\"\"\n",
    "    def _filter(image):    \n",
    "       if (SPECKLE_FILTER=='BOXCAR'):\n",
    "          _filtered = boxcar(image, KERNEL_SIZE)\n",
    "       elif (SPECKLE_FILTER=='LEE'):\n",
    "          _filtered = leefilter(image, KERNEL_SIZE)\n",
    "       elif (SPECKLE_FILTER=='GAMMA MAP'):\n",
    "          _filtered = gammamap(image, KERNEL_SIZE)\n",
    "       elif (SPECKLE_FILTER=='REFINED LEE'):\n",
    "          _filtered = RefinedLee(image)\n",
    "       elif (SPECKLE_FILTER=='LEE SIGMA'):\n",
    "          _filtered = leesigma(image, KERNEL_SIZE)\n",
    "       return _filtered\n",
    "    return coll.map(_filter)\n",
    "\n",
    "# ---------------------------------------------------------------------------//\n",
    "# 3. MULTI-TEMPORAL SPECKLE FILTER\n",
    "# ---------------------------------------------------------------------------//\n",
    "\n",
    "def MultiTemporal_Filter(coll,KERNEL_SIZE, SPECKLE_FILTER,NR_OF_IMAGES):\n",
    "    \"\"\"\n",
    "    A wrapper function for multi-temporal filter\n",
    "    Parameters\n",
    "    ----------\n",
    "    coll : ee Image collection\n",
    "        the image collection to be filtered\n",
    "    KERNEL_SIZE : odd integer\n",
    "        Spatial Neighbourhood window\n",
    "    SPECKLE_FILTER : String\n",
    "        Type of speckle filter\n",
    "    NR_OF_IMAGES : positive integer\n",
    "        Number of images to use in multi-temporal filtering\n",
    "    Returns\n",
    "    -------\n",
    "    ee.ImageCollection\n",
    "        An image collection where a multi-temporal filter is applied to each\n",
    "        image individually\n",
    "    \"\"\"\n",
    "  \n",
    "    def Quegan(image) :\n",
    "        \"\"\"\n",
    "        The following Multi-temporal speckle filters are implemented as described in\n",
    "        S. Quegan and J. J. Yu, “Filtering of multichannel SAR images,” \n",
    "        IEEE Trans Geosci. Remote Sensing, vol. 39, Nov. 2001.\n",
    "        \n",
    "        this function will filter the collection used for the multi-temporal part\n",
    "        it takes care of:\n",
    "        - same image geometry (i.e relative orbit)\n",
    "        - full overlap of image\n",
    "        - amount of images taken for filtering \n",
    "            -- all before\n",
    "           -- if not enough, images taken after the image to filter are added\n",
    "        Parameters\n",
    "        ----------\n",
    "        image : ee.Image\n",
    "            Image to be filtered\n",
    "        Returns\n",
    "        -------\n",
    "        ee.Image\n",
    "            Filtered image\n",
    "        \"\"\"\n",
    "        def setresample(image):\n",
    "                return image.resample()\n",
    "            \n",
    "        def get_filtered_collection(image):\n",
    "            \"\"\"\n",
    "            Generate a dedicated image collection\n",
    "            Parameters\n",
    "            ----------\n",
    "            image : ee.Image\n",
    "                Image whose geometry is used to define the new collection\n",
    "            Returns\n",
    "            -------\n",
    "            ee Image collection\n",
    "            \"\"\"\n",
    "  \n",
    "            #filter collection over are and by relative orbit\n",
    "            s1_coll = ee.ImageCollection('COPERNICUS/S1_GRD_FLOAT') \\\n",
    "                .filterBounds(image.geometry()) \\\n",
    "                .filter(ee.Filter.eq('instrumentMode', 'IW')) \\\n",
    "                .filter(ee.Filter.listContains('transmitterReceiverPolarisation', ee.List(image.get('transmitterReceiverPolarisation')).get(-1))) \\\n",
    "                .filter(ee.Filter.Or(ee.Filter.eq('relativeOrbitNumber_stop', image.get('relativeOrbitNumber_stop')), \\\n",
    "                                     ee.Filter.eq('relativeOrbitNumber_stop', image.get('relativeOrbitNumber_start'))\n",
    "                )).map(setresample)\n",
    "      \n",
    "            #a function that takes the image and checks for the overlap\n",
    "            def check_overlap(_image):\n",
    "                \"\"\"\n",
    "                get all S1 frames from this date intersecting with the image bounds\n",
    "                Parameters\n",
    "                ----------\n",
    "                _image : ee.Image\n",
    "                    Image to check the overlap with\n",
    "                Returns\n",
    "                -------\n",
    "                ee Image Collection\n",
    "                    A collection with matching geometry\n",
    "                \"\"\"\n",
    "                \n",
    "                # get all S1 frames from this date intersecting with the image bounds\n",
    "                s1 = s1_coll.filterDate(_image.date(), _image.date().advance(1, 'day'))\n",
    "                # intersect those images with the image to filter\n",
    "                intersect = image.geometry().intersection(s1.geometry().dissolve(), 10)\n",
    "                # check if intersect is sufficient\n",
    "                valid_date = ee.Algorithms.If(intersect.area(10).divide(image.geometry().area(10)).gt(0.95), \\\n",
    "                                              _image.date().format('YYYY-MM-dd')\n",
    "                                              )\n",
    "                return ee.Feature(None, {'date': valid_date})\n",
    "      \n",
    "      \n",
    "            # this function will pick up the acq dates for fully overlapping acquisitions before the image acquistion\n",
    "            dates_before = s1_coll.filterDate('2014-01-01', image.date().advance(1, 'day')) \\\n",
    "                                    .sort('system:time_start', False).limit(5*NR_OF_IMAGES) \\\n",
    "                                    .map(check_overlap).distinct('date').aggregate_array('date')\n",
    "    \n",
    "            # if the images before are not enough, we add images from after the image acquisition \n",
    "            # this will only be the case at the beginning of S1 mission\n",
    "            dates = ee.List(ee.Algorithms.If( \\\n",
    "                                             dates_before.size().gte(NR_OF_IMAGES), \\\n",
    "                                                 dates_before.slice(0, NR_OF_IMAGES), \\\n",
    "                                                     s1_coll \\\n",
    "                                                         .filterDate(image.date(), '2100-01-01') \\\n",
    "                                                             .sort('system:time_start', True).limit(5*NR_OF_IMAGES) \\\n",
    "                                                                 .map(check_overlap) \\\n",
    "                                                                     .distinct('date') \\\n",
    "                                                                         .aggregate_array('date') \\\n",
    "                                                                             .cat(dates_before).distinct().sort().slice(0, NR_OF_IMAGES)\n",
    "                                                                             )\n",
    "                                                )\n",
    "    \n",
    "            #now we re-filter the collection to get the right acquisitions for multi-temporal filtering\n",
    "            return ee.ImageCollection(dates.map(lambda date: s1_coll.filterDate(date, ee.Date(date).advance(1,'day')).toList(s1_coll.size())).flatten())\n",
    "      \n",
    "          \n",
    "  \n",
    "        #we get our dedicated image collection for that image\n",
    "        s1 = get_filtered_collection(image)\n",
    "  \n",
    "        bands = image.bandNames().remove('angle')\n",
    "        s1 = s1.select(bands)\n",
    "        meanBands = bands.map(lambda bandName: ee.String(bandName).cat('_mean'))\n",
    "        ratioBands = bands.map(lambda bandName: ee.String(bandName).cat('_ratio'))\n",
    "        count_img = s1.reduce(ee.Reducer.count())\n",
    "\n",
    "        def inner(image):\n",
    "            \"\"\"\n",
    "            Creats an image whose bands are the filtered image and image ratio\n",
    "            Parameters\n",
    "            ----------\n",
    "            image : ee.Image\n",
    "                Image to be filtered\n",
    "            Returns\n",
    "            -------\n",
    "            ee.Image\n",
    "                Filtered image and image ratio\n",
    "            \"\"\"\n",
    "            if (SPECKLE_FILTER=='BOXCAR'):\n",
    "                _filtered = boxcar(image, KERNEL_SIZE).select(bands).rename(meanBands) \n",
    "            elif (SPECKLE_FILTER=='LEE'):\n",
    "                _filtered = leefilter(image, KERNEL_SIZE).select(bands).rename(meanBands)\n",
    "            elif (SPECKLE_FILTER=='GAMMA MAP'):\n",
    "                _filtered = gammamap(image, KERNEL_SIZE).select(bands).rename(meanBands)\n",
    "            elif (SPECKLE_FILTER=='REFINED LEE'):\n",
    "                _filtered = RefinedLee(image).select(bands).rename(meanBands)\n",
    "            elif (SPECKLE_FILTER=='LEE SIGMA'):\n",
    "                _filtered = leesigma(image, KERNEL_SIZE).select(bands).rename(meanBands)\n",
    "    \n",
    "            _ratio = image.select(bands).divide(_filtered).rename(ratioBands) \n",
    "            return _filtered.addBands(_ratio)\n",
    "\n",
    "        isum = s1.map(inner).select(ratioBands).reduce(ee.Reducer.sum())\n",
    "        filtered = inner(image).select(meanBands)\n",
    "        divide = filtered.divide(count_img)\n",
    "        output = divide.multiply(isum).rename(bands)\n",
    "\n",
    "        return image.addBands(output, None, True)\n",
    "    return coll.map(Quegan)"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "ed39771a-d13a-4bf9-887b-70e3ef82ebdb",
   "metadata": {
    "id": "ed39771a-d13a-4bf9-887b-70e3ef82ebdb"
   },
   "source": [
    "### Helper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 24,
   "id": "c7d364ad-a5df-4bec-b3fa-2924f63f256d",
   "metadata": {
    "id": "c7d364ad-a5df-4bec-b3fa-2924f63f256d"
   },
   "outputs": [],
   "source": [
    "# ---------------------------------------------------------------------------//\n",
    "# Linear to db scale\n",
    "# ---------------------------------------------------------------------------//\n",
    "\n",
    "def lin_to_db(image):\n",
    "    \"\"\"\n",
    "    Convert backscatter from linear to dB.\n",
    "    Parameters\n",
    "    ----------\n",
    "    image : ee.Image\n",
    "        Image to convert \n",
    "    Returns\n",
    "    -------\n",
    "    ee.Image\n",
    "        output image\n",
    "    \"\"\"\n",
    "    bandNames = image.bandNames().remove('angle')\n",
    "    db = ee.Image.constant(10).multiply(image.select(bandNames).log10()).rename(bandNames)\n",
    "    return image.addBands(db, None, True)\n",
    "\n",
    "\n",
    "def db_to_lin(image):\n",
    "    \"\"\"\n",
    "    Convert backscatter from dB to linear.\n",
    "    Parameters\n",
    "    ----------\n",
    "    image : ee.Image\n",
    "        Image to convert \n",
    "    Returns\n",
    "    -------\n",
    "    ee.Image\n",
    "        output image\n",
    "    \"\"\"\n",
    "    bandNames = image.bandNames().remove('angle')\n",
    "    lin = ee.Image.constant(10).pow(image.select(bandNames).divide(10)).rename(bandNames)\n",
    "    return image.addBands(lin, None, True)\n",
    "\n",
    "def lin_to_db2(image):\n",
    "    \"\"\"\n",
    "    Convert backscatter from linear to dB by removing the ratio band.\n",
    "    Parameters\n",
    "    ----------\n",
    "    image : ee.Image\n",
    "        Image to convert\n",
    "    Returns\n",
    "    -------\n",
    "    ee.Image\n",
    "        Converted image\n",
    "    \"\"\"\n",
    "    db = ee.Image.constant(10).multiply(image.select(['VV', 'VH']).log10()).rename(['VV', 'VH'])\n",
    "    return image.addBands(db, None, True)\n",
    "\n",
    "# ---------------------------------------------------------------------------//\n",
    "# Add ratio bands\n",
    "# ---------------------------------------------------------------------------//\n",
    "\n",
    "def add_ratio_lin(image):\n",
    "    \"\"\"\n",
    "    Adding ratio band for visualization \n",
    "    Parameters\n",
    "    ----------\n",
    "    image : ee.Image\n",
    "        Image to use for creating band ratio\n",
    "    Returns\n",
    "    -------\n",
    "    ee.Image\n",
    "        Image containing the ratio band\n",
    "    \"\"\"\n",
    "    ratio = image.addBands(image.select('VV').divide(image.select('VH')).rename('VVVH_ratio'))\n",
    "    \n",
    "    return ratio.set('system:time_start', image.get('system:time_start'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "965eb259-e10e-45fe-a49f-9fb4608fe487",
   "metadata": {
    "id": "965eb259-e10e-45fe-a49f-9fb4608fe487"
   },
   "source": [
    "### Border noise"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "id": "08c92cd0-1d03-47b9-8cfd-d0b784c3e260",
   "metadata": {
    "id": "08c92cd0-1d03-47b9-8cfd-d0b784c3e260"
   },
   "outputs": [],
   "source": [
    "\n",
    "def maskAngLT452(image):\n",
    "    \"\"\"\n",
    "    mask out angles >= 45.23993\n",
    "    Parameters\n",
    "    ----------\n",
    "    image : ee.Image\n",
    "        image to apply the border noise masking\n",
    "    Returns\n",
    "    -------\n",
    "    ee.Image\n",
    "        Masked image\n",
    "    \"\"\"\n",
    "    ang = image.select(['angle'])\n",
    "    return image.updateMask(ang.lt(45.23993)).set('system:time_start', image.get('system:time_start'))\n",
    "\n",
    "\n",
    "\n",
    "def maskAngGT30(image):\n",
    "    \"\"\"\n",
    "    mask out angles <= 30.63993\n",
    "    Parameters\n",
    "    ----------\n",
    "    image : ee.Image\n",
    "        image to apply the border noise masking\n",
    "    Returns\n",
    "    -------\n",
    "    ee.Image\n",
    "        Masked image\n",
    "    \"\"\"\n",
    "\n",
    "    ang = image.select(['angle'])\n",
    "    return image.updateMask(ang.gt(30.63993)).set('system:time_start', image.get('system:time_start'))\n",
    "\n",
    "\n",
    "def maskEdge(image):\n",
    "    \"\"\"\n",
    "    Remove edges.\n",
    "    Parameters\n",
    "    ----------\n",
    "    image : ee.Image\n",
    "        image to apply the border noise masking\n",
    "    Returns\n",
    "    -------\n",
    "    ee.Image\n",
    "        Masked image\n",
    "    \"\"\"\n",
    "\n",
    "    mask = image.select(0).unitScale(-25, 5).multiply(255).toByte()#.connectedComponents(ee.Kernel.rectangle(1,1), 100)\n",
    "    return image.updateMask(mask.select(0)).set('system:time_start', image.get('system:time_start')) \n",
    "\n",
    "\n",
    "\n",
    "def f_mask_edges(image):\n",
    "    \"\"\"\n",
    "    Function to mask out border noise artefacts\n",
    "    Parameters\n",
    "    ----------\n",
    "    image : ee.Image\n",
    "        image to apply the border noise correction to\n",
    "    Returns\n",
    "    -------\n",
    "    ee.Image\n",
    "        Corrected image\n",
    "    \"\"\"\n",
    "    \n",
    "    db_img = lin_to_db(image)\n",
    "    output = maskAngGT30(db_img)\n",
    "    output = maskAngLT452(output)\n",
    "    #output = maskEdge(output)\n",
    "    output = db_to_lin(output)\n",
    "    return output.set('system:time_start', image.get('system:time_start'))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9812bc09-5c72-45bf-ab3c-c3fd4b1fee7b",
   "metadata": {
    "id": "9812bc09-5c72-45bf-ab3c-c3fd4b1fee7b"
   },
   "source": [
    "### Wrapper"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 26,
   "id": "261594f1-4f92-40f9-9781-387a8ad215a3",
   "metadata": {
    "id": "261594f1-4f92-40f9-9781-387a8ad215a3"
   },
   "outputs": [],
   "source": [
    "###########################################\n",
    "# DO THE JOB\n",
    "###########################################\n",
    "\n",
    "def s1_preproc(params):\n",
    "    \"\"\"\n",
    "    Applies preprocessing to a collection of S1 images to return an analysis ready sentinel-1 data.\n",
    "    Parameters\n",
    "    ----------\n",
    "    params : Dictionary\n",
    "        These parameters determine the data selection and image processing parameters.\n",
    "    Raises\n",
    "    ------\n",
    "    ValueError\n",
    "        \n",
    "    Returns\n",
    "    -------\n",
    "    ee.ImageCollection\n",
    "        A processed Sentinel-1 image collection\n",
    "    \"\"\"\n",
    "\n",
    "\n",
    "    APPLY_BORDER_NOISE_CORRECTION = params['APPLY_BORDER_NOISE_CORRECTION']\n",
    "    APPLY_TERRAIN_FLATTENING = params['APPLY_TERRAIN_FLATTENING']\n",
    "    APPLY_SPECKLE_FILTERING = params['APPLY_SPECKLE_FILTERING']\n",
    "    POLARIZATION = params['POLARIZATION']\n",
    "    PLATFORM_NUMBER = params['PLATFORM_NUMBER']\n",
    "    ORBIT = params['ORBIT']\n",
    "    ORBIT_NUM = params['ORBIT_NUM']\n",
    "    SPECKLE_FILTER_FRAMEWORK = params['SPECKLE_FILTER_FRAMEWORK']\n",
    "    SPECKLE_FILTER = params['SPECKLE_FILTER']\n",
    "    SPECKLE_FILTER_KERNEL_SIZE = params['SPECKLE_FILTER_KERNEL_SIZE']\n",
    "    SPECKLE_FILTER_NR_OF_IMAGES = params['SPECKLE_FILTER_NR_OF_IMAGES']\n",
    "    TERRAIN_FLATTENING_MODEL = params['TERRAIN_FLATTENING_MODEL']\n",
    "    DEM = params['DEM']\n",
    "    TERRAIN_FLATTENING_ADDITIONAL_LAYOVER_SHADOW_BUFFER = params['TERRAIN_FLATTENING_ADDITIONAL_LAYOVER_SHADOW_BUFFER']\n",
    "    FORMAT = params['FORMAT']\n",
    "    START_DATE = params['START_DATE']\n",
    "    STOP_DATE = params['STOP_DATE']\n",
    "    AOI = params['AOI']\n",
    "    CLIP_TO_AOI = params['CLIP_TO_AOI']\n",
    "    SAVE_ASSET = params['SAVE_ASSET']\n",
    "\n",
    "    ###########################################\n",
    "    # 0. CHECK PARAMETERS\n",
    "    ###########################################\n",
    "\n",
    "    if APPLY_BORDER_NOISE_CORRECTION is None:\n",
    "        APPLY_BORDER_NOISE_CORRECTION = True\n",
    "    if APPLY_TERRAIN_FLATTENING is None:\n",
    "        APPLY_TERRAIN_FLATTENING = True\n",
    "    if APPLY_SPECKLE_FILTERING is None:\n",
    "        APPLY_SPECKLE_FILTERING = True\n",
    "    if POLARIZATION is None:\n",
    "        POLARIZATION = 'VVVH'\n",
    "    if ORBIT is None:\n",
    "        ORBIT = 'BOTH'\n",
    "    if SPECKLE_FILTER_FRAMEWORK is None:\n",
    "        SPECKLE_FILTER_FRAMEWORK = 'MULTI BOXCAR'\n",
    "    if SPECKLE_FILTER is None:\n",
    "        SPECKLE_FILTER = 'GAMMA MAP'\n",
    "    if SPECKLE_FILTER_KERNEL_SIZE is None:\n",
    "        SPECKLE_FILTER_KERNEL_SIZE = 7\n",
    "    if SPECKLE_FILTER_NR_OF_IMAGES is None:\n",
    "        SPECKLE_FILTER_NR_OF_IMAGES = 10\n",
    "    if TERRAIN_FLATTENING_MODEL is None:\n",
    "        TERRAIN_FLATTENING_MODEL = 'VOLUME'\n",
    "    if TERRAIN_FLATTENING_ADDITIONAL_LAYOVER_SHADOW_BUFFER is None:\n",
    "        TERRAIN_FLATTENING_ADDITIONAL_LAYOVER_SHADOW_BUFFER = 0\n",
    "    if FORMAT is None:\n",
    "        FORMAT = 'DB'\n",
    "    if ORBIT is None:\n",
    "        ORBIT = 'DESCENDING'\n",
    "\n",
    "    pol_required = ['VV', 'VH', 'VVVH']\n",
    "    if (POLARIZATION not in pol_required):\n",
    "        raise ValueError(\"ERROR!!! Parameter POLARIZATION not correctly defined\")\n",
    "\n",
    "    orbit_required = ['ASCENDING', 'DESCENDING', 'BOTH']\n",
    "    if (ORBIT not in orbit_required):\n",
    "        raise ValueError(\"ERROR!!! Parameter ORBIT not correctly defined\")\n",
    "\n",
    "    model_required = ['DIRECT', 'VOLUME']\n",
    "    if (TERRAIN_FLATTENING_MODEL not in model_required):\n",
    "        raise ValueError(\"ERROR!!! Parameter TERRAIN_FLATTENING_MODEL not correctly defined\")\n",
    "\n",
    "    format_required = ['LINEAR', 'DB']\n",
    "    if (FORMAT not in format_required):\n",
    "        raise ValueError(\"ERROR!!! FORMAT not correctly defined\")\n",
    "\n",
    "    frame_needed = ['MONO', 'MULTI']\n",
    "    if (SPECKLE_FILTER_FRAMEWORK not in frame_needed):\n",
    "        raise ValueError(\"ERROR!!! SPECKLE_FILTER_FRAMEWORK not correctly defined\")\n",
    "\n",
    "    format_sfilter = ['BOXCAR', 'LEE', 'GAMMA MAP'\n",
    "              ,'REFINED LEE', 'LEE SIGMA']\n",
    "    if (SPECKLE_FILTER not in format_sfilter):\n",
    "        raise ValueError(\"ERROR!!! SPECKLE_FILTER not correctly defined\")\n",
    "\n",
    "    if (TERRAIN_FLATTENING_ADDITIONAL_LAYOVER_SHADOW_BUFFER < 0):\n",
    "        raise ValueError(\"ERROR!!! TERRAIN_FLATTENING_ADDITIONAL_LAYOVER_SHADOW_BUFFER not correctly defined\")\n",
    "\n",
    "    if (SPECKLE_FILTER_KERNEL_SIZE <= 0):\n",
    "        raise ValueError(\"ERROR!!! SPECKLE_FILTER_KERNEL_SIZE not correctly defined\")\n",
    "\n",
    "    ###########################################\n",
    "    # 1. DATA SELECTION\n",
    "    ###########################################\n",
    "\n",
    "    # select S-1 image collection\n",
    "    s1 = ee.ImageCollection('COPERNICUS/S1_GRD_FLOAT')\\\n",
    "        .filter(ee.Filter.eq('instrumentMode', 'IW'))\\\n",
    "        .filter(ee.Filter.eq('resolution_meters', 10)) \\\n",
    "        .filter(ee.Filter.listContains('transmitterReceiverPolarisation', 'VH'))\\\n",
    "        .filterDate(START_DATE, STOP_DATE) \\\n",
    "        .filter(ee.Filter.calendarRange(7,2,'month'))\\\n",
    "        .filterBounds(AOI)\n",
    "\n",
    "    if (PLATFORM_NUMBER=='A' or PLATFORM_NUMBER=='B' ):\n",
    "        s1 = s1.filter(ee.Filter.eq('platform_number', PLATFORM_NUMBER))\n",
    "   \n",
    "\n",
    "    if (ORBIT_NUM != None):\n",
    "        s1 = s1.filter(ee.Filter.eq('relativeOrbitNumber_start',ORBIT_NUM))\n",
    "        #.filter(ee.Filter.eq('relativeOrbitNumber_start',None))\n",
    "\n",
    "\n",
    "    # select orbit\n",
    "    if (ORBIT != 'BOTH'):\n",
    "        s1 = s1.filter(ee.Filter.eq('orbitProperties_pass', ORBIT))\n",
    "\n",
    "    # select polarization\n",
    "    if (POLARIZATION == 'VV'):\n",
    "        s1 = s1.select(['VV', 'angle'])\n",
    "    elif (POLARIZATION == 'VH'):\n",
    "        s1 = s1.select(['VH', 'angle'])\n",
    "    elif (POLARIZATION == 'VVVH'):\n",
    "        s1 = s1.select(['VV', 'VH', 'angle'])\n",
    "        \n",
    "    print('Number of images in collection: ', s1.size().getInfo())\n",
    "\n",
    "    ###########################################\n",
    "    # 2. ADDITIONAL BORDER NOISE CORRECTION\n",
    "    ###########################################\n",
    "\n",
    "    if (APPLY_BORDER_NOISE_CORRECTION):\n",
    "        s1_1 = s1.map(f_mask_edges)\n",
    "        print('Additional border noise correction is completed')\n",
    "    else:\n",
    "        s1_1 = s1\n",
    "    ########################\n",
    "    # 3. SPECKLE FILTERING\n",
    "    #######################\n",
    "\n",
    "    if (APPLY_SPECKLE_FILTERING):\n",
    "        if (SPECKLE_FILTER_FRAMEWORK == 'MONO'):\n",
    "            s1_1 = ee.ImageCollection(MonoTemporal_Filter(s1_1, SPECKLE_FILTER_KERNEL_SIZE, SPECKLE_FILTER))\n",
    "            print('Mono-temporal speckle filtering is completed')\n",
    "        else:\n",
    "            s1_1 = ee.ImageCollection(MultiTemporal_Filter(s1_1, SPECKLE_FILTER_KERNEL_SIZE, SPECKLE_FILTER, SPECKLE_FILTER_NR_OF_IMAGES))\n",
    "            print('Multi-temporal speckle filtering is completed')\n",
    "\n",
    "    ########################\n",
    "    # 4. TERRAIN CORRECTION\n",
    "    #######################\n",
    "\n",
    "    if (APPLY_TERRAIN_FLATTENING):\n",
    "        s1_1 = (slope_correction(s1_1 \n",
    "                                    ,TERRAIN_FLATTENING_MODEL\n",
    "                                        ,DEM\n",
    "                                                ,TERRAIN_FLATTENING_ADDITIONAL_LAYOVER_SHADOW_BUFFER))\n",
    "        print('Radiometric terrain normalization is completed')\n",
    "\n",
    "    ########################\n",
    "    # 5. OUTPUT\n",
    "    #######################\n",
    "\n",
    "    if (FORMAT == 'DB'):\n",
    "        s1_1 = s1_1.map(lin_to_db)\n",
    "        \n",
    "        \n",
    "    #clip to roi\n",
    "    if (CLIP_TO_AOI):\n",
    "        s1_1 = s1_1.map(lambda image: image.clip(AOI))\n",
    "        \n",
    "    return s1_1"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "22e2b6db-4dd9-4012-b7b5-1f0f05b1d4c4",
   "metadata": {
    "id": "22e2b6db-4dd9-4012-b7b5-1f0f05b1d4c4"
   },
   "source": [
    "### Parameters and Processer"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 27,
   "id": "a4c5a7d2-ec0e-4252-aba5-cebbd3d24acb",
   "metadata": {
    "id": "a4c5a7d2-ec0e-4252-aba5-cebbd3d24acb"
   },
   "outputs": [],
   "source": [
    "#Parameters\n",
    "parameter = {'START_DATE': START_DATE,\n",
    "            'STOP_DATE': END_DATE,        \n",
    "            'POLARIZATION': 'VVVH',\n",
    "            'ORBIT' : 'DESCENDING',\n",
    "            'PLATFORM_NUMBER':None,\n",
    "            'ORBIT_NUM': None,\n",
    "            'AOI': AOI.geometry(),\n",
    "            'APPLY_BORDER_NOISE_CORRECTION': True,\n",
    "            'APPLY_SPECKLE_FILTERING': True,\n",
    "            'SPECKLE_FILTER_FRAMEWORK':'MULTI',\n",
    "            'SPECKLE_FILTER': 'GAMMA MAP',\n",
    "            'SPECKLE_FILTER_KERNEL_SIZE': 9,\n",
    "            'SPECKLE_FILTER_NR_OF_IMAGES':10,\n",
    "            'APPLY_TERRAIN_FLATTENING': True,\n",
    "            'DEM': dem,\n",
    "            'TERRAIN_FLATTENING_MODEL': 'VOLUME',\n",
    "            'TERRAIN_FLATTENING_ADDITIONAL_LAYOVER_SHADOW_BUFFER':0,\n",
    "            'FORMAT': 'DB',\n",
    "            'CLIP_TO_AOI': False,\n",
    "            'SAVE_ASSET': False,\n",
    "            }"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 28,
   "id": "Um3qyHKBa1QK",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "Um3qyHKBa1QK",
    "outputId": "ee7374b7-0a7d-4008-97e9-26b2c0dca693"
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "Number of images in collection:  109\n",
      "Additional border noise correction is completed\n",
      "Multi-temporal speckle filtering is completed\n",
      "Radiometric terrain normalization is completed\n"
     ]
    }
   ],
   "source": [
    "s1_collection = s1_preproc(parameter)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 29,
   "id": "p1M2EPyUTizl",
   "metadata": {
    "colab": {
     "base_uri": "https://localhost:8080/"
    },
    "id": "p1M2EPyUTizl",
    "outputId": "cc46e339-d967-4f29-f2aa-222653aed23b"
   },
   "outputs": [
    {
     "data": {
      "text/plain": [
       "['02/07/16',\n",
       " '07/24/16',\n",
       " '08/17/16',\n",
       " '09/10/16',\n",
       " '10/04/16',\n",
       " '10/28/16',\n",
       " '11/21/16',\n",
       " '12/15/16',\n",
       " '01/08/17',\n",
       " '02/01/17',\n",
       " '02/25/17',\n",
       " '07/31/17',\n",
       " '08/12/17',\n",
       " '08/24/17',\n",
       " '09/05/17',\n",
       " '09/17/17',\n",
       " '09/29/17',\n",
       " '10/11/17',\n",
       " '10/23/17',\n",
       " '11/04/17',\n",
       " '11/16/17',\n",
       " '11/28/17',\n",
       " '12/10/17',\n",
       " '12/22/17',\n",
       " '01/03/18',\n",
       " '01/15/18',\n",
       " '01/27/18',\n",
       " '02/08/18',\n",
       " '02/20/18',\n",
       " '07/14/18',\n",
       " '07/26/18',\n",
       " '08/07/18',\n",
       " '08/19/18',\n",
       " '08/31/18',\n",
       " '09/12/18',\n",
       " '09/24/18',\n",
       " '10/06/18',\n",
       " '10/18/18',\n",
       " '10/30/18',\n",
       " '11/11/18',\n",
       " '11/23/18',\n",
       " '12/17/18',\n",
       " '12/29/18',\n",
       " '01/10/19',\n",
       " '01/22/19',\n",
       " '02/03/19',\n",
       " '02/15/19',\n",
       " '02/27/19',\n",
       " '07/09/19',\n",
       " '07/21/19',\n",
       " '08/02/19',\n",
       " '08/26/19',\n",
       " '09/07/19',\n",
       " '09/19/19',\n",
       " '10/01/19',\n",
       " '10/13/19',\n",
       " '10/25/19',\n",
       " '11/06/19',\n",
       " '11/18/19',\n",
       " '11/30/19',\n",
       " '12/12/19',\n",
       " '12/24/19',\n",
       " '01/05/20',\n",
       " '01/17/20',\n",
       " '01/29/20',\n",
       " '02/10/20',\n",
       " '02/22/20',\n",
       " '07/03/20',\n",
       " '07/15/20',\n",
       " '07/27/20',\n",
       " '08/08/20',\n",
       " '08/20/20',\n",
       " '09/01/20',\n",
       " '09/13/20',\n",
       " '09/25/20',\n",
       " '10/07/20',\n",
       " '10/19/20',\n",
       " '10/31/20',\n",
       " '11/12/20',\n",
       " '11/24/20',\n",
       " '12/06/20',\n",
       " '12/18/20',\n",
       " '12/30/20',\n",
       " '01/11/21',\n",
       " '01/23/21',\n",
       " '02/04/21',\n",
       " '02/16/21',\n",
       " '02/28/21',\n",
       " '07/10/21',\n",
       " '07/22/21',\n",
       " '08/03/21',\n",
       " '08/15/21',\n",
       " '08/27/21',\n",
       " '09/08/21',\n",
       " '09/20/21',\n",
       " '10/02/21',\n",
       " '10/14/21',\n",
       " '10/26/21',\n",
       " '11/07/21',\n",
       " '11/19/21',\n",
       " '12/01/21',\n",
       " '12/13/21',\n",
       " '12/25/21',\n",
       " '01/06/22',\n",
       " '01/18/22',\n",
       " '01/30/22',\n",
       " '02/11/22',\n",
       " '02/23/22',\n",
       " '07/21/20']"
      ]
     },
     "execution_count": 29,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "import time\n",
    "s1_acq_times = s1_collection.aggregate_array('system:time_start').getInfo()\n",
    "[time.strftime('%x', time.gmtime(acq_time/1000)) for acq_time in s1_acq_times]"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "vIpilLCCF-a1",
   "metadata": {
    "id": "vIpilLCCF-a1"
   },
   "source": [
    "# Create Xarray dataframe"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "id": "9b77720d-0765-400b-a2d8-7774093c54ef",
   "metadata": {},
   "outputs": [],
   "source": [
    "def calculate_dpRVIV(image_collection):\n",
    "    # Define the DpRVIV calculation\n",
    "    def calculate_and_include_image_dpRVIV(image):\n",
    "        sigma0_hh = image.select('VV')\n",
    "        sigma0_hv = image.select('VH')\n",
    "        dpRVIV = (4 * sigma0_hv) / (sigma0_hh + sigma0_hv)\n",
    "        return image.addBands(dpRVIV.rename('DpRVIV'))\n",
    "\n",
    "    # Apply the DpRVIV calculation to each image in the collection\n",
    "    dpRVIV_collection = image_collection.map(calculate_and_include_image_dpRVIV)\n",
    "\n",
    "    return dpRVIV_collection"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "id": "de1bf6b4-8812-4c5e-bfb1-fdd6f486fe0f",
   "metadata": {},
   "outputs": [],
   "source": [
    "dpRVIV_coll = calculate_dpRVIV(s1_collection)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 32,
   "id": "327f0022-c492-491e-952c-9ef4b8c219b7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#dpRVIV_coll.first().bandNames().getInfo()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 33,
   "id": "7dd42124-f711-4411-95ba-85322b43e894",
   "metadata": {},
   "outputs": [],
   "source": [
    "s1_DpRVI = dpRVIV_coll.select(['DpRVIV'])"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 34,
   "id": "8f35eade-2e9b-498a-884c-144fe8f98dd9",
   "metadata": {},
   "outputs": [
    {
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       "model_id": "c635ad1f41294e1c89ea4fc43afa93e2",
       "version_major": 2,
       "version_minor": 0
      },
      "text/plain": [
       "Requesting data:   0%|          | 0/109 [00:00<?, ?it/s]"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "Downloading data:   0%|          | 0/109 [00:00<?, ?it/s]"
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     },
     "metadata": {},
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   ],
   "source": [
    "s1_DpRVI_xarray = s1_DpRVI.wx.to_xarray(scale = 10,crs = \"EPSG:32645\",region=AOI.geometry())"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 35,
   "id": "3e493ae8-00f8-4ea6-8271-202d77211bf7",
   "metadata": {},
   "outputs": [
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       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:  (time: 109, y: 652, x: 517)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2016-02-07T23:55:45 ... 2022-02-23T23:56:21\n",
       "  * y        (y) float64 2.506e+06 2.506e+06 2.506e+06 ... 2.5e+06 2.5e+06\n",
       "  * x        (x) float64 7.476e+05 7.476e+05 7.476e+05 ... 7.527e+05 7.527e+05\n",
       "Data variables:\n",
       "    DpRVIV   (time, y, x) float64 2.199 2.138 2.185 2.227 ... 2.55 2.561 2.569\n",
       "Attributes:\n",
       "    transform:               (10.0, 0.0, 747570.0, 0.0, -10.0, 2506160.0)\n",
       "    crs:                     +init=epsg:32645\n",
       "    res:                     (10.0, 10.0)\n",
       "    is_tiled:                1\n",
       "    nodatavals:              (-32768.0,)\n",
       "    scales:                  (1.0,)\n",
       "    offsets:                 (0.0,)\n",
       "    AREA_OR_POINT:           Area\n",
       "    TIFFTAG_RESOLUTIONUNIT:  1 (unitless)\n",
       "    TIFFTAG_XRESOLUTION:     1\n",
       "    TIFFTAG_YRESOLUTION:     1</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-6c427fa7-c1de-42c4-9819-01cb0b36b680' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-6c427fa7-c1de-42c4-9819-01cb0b36b680' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>time</span>: 109</li><li><span class='xr-has-index'>y</span>: 652</li><li><span class='xr-has-index'>x</span>: 517</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-593ded62-2b4d-480e-a684-feb7f4c03e15' class='xr-section-summary-in' type='checkbox'  checked><label for='section-593ded62-2b4d-480e-a684-feb7f4c03e15' class='xr-section-summary' >Coordinates: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>time</span></div><div class='xr-var-dims'>(time)</div><div class='xr-var-dtype'>datetime64[ns]</div><div class='xr-var-preview xr-preview'>2016-02-07T23:55:45 ... 2022-02-...</div><input id='attrs-762596c6-5235-4151-bc2c-cc839f2740f7' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-762596c6-5235-4151-bc2c-cc839f2740f7' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-f37fd88a-c44c-4579-a710-bb7ffebfe0fc' class='xr-var-data-in' type='checkbox'><label for='data-f37fd88a-c44c-4579-a710-bb7ffebfe0fc' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([&#x27;2016-02-07T23:55:45.000000000&#x27;, &#x27;2016-07-24T23:55:54.000000000&#x27;,\n",
       "       &#x27;2016-08-17T23:55:56.000000000&#x27;, &#x27;2016-09-10T23:55:57.000000000&#x27;,\n",
       "       &#x27;2016-10-04T23:55:57.000000000&#x27;, &#x27;2016-10-28T23:55:57.000000000&#x27;,\n",
       "       &#x27;2016-11-21T23:55:57.000000000&#x27;, &#x27;2016-12-15T23:55:56.000000000&#x27;,\n",
       "       &#x27;2017-01-08T23:55:54.000000000&#x27;, &#x27;2017-02-01T23:55:54.000000000&#x27;,\n",
       "       &#x27;2017-02-25T23:55:58.000000000&#x27;, &#x27;2017-07-31T23:55:57.000000000&#x27;,\n",
       "       &#x27;2017-08-12T23:55:57.000000000&#x27;, &#x27;2017-08-24T23:55:58.000000000&#x27;,\n",
       "       &#x27;2017-09-05T23:55:58.000000000&#x27;, &#x27;2017-09-17T23:55:59.000000000&#x27;,\n",
       "       &#x27;2017-09-29T23:55:59.000000000&#x27;, &#x27;2017-10-11T23:55:59.000000000&#x27;,\n",
       "       &#x27;2017-10-23T23:56:00.000000000&#x27;, &#x27;2017-11-04T23:55:59.000000000&#x27;,\n",
       "       &#x27;2017-11-16T23:55:59.000000000&#x27;, &#x27;2017-11-28T23:55:59.000000000&#x27;,\n",
       "       &#x27;2017-12-10T23:55:58.000000000&#x27;, &#x27;2017-12-22T23:55:58.000000000&#x27;,\n",
       "       &#x27;2018-01-03T23:55:57.000000000&#x27;, &#x27;2018-01-15T23:55:57.000000000&#x27;,\n",
       "       &#x27;2018-01-27T23:55:57.000000000&#x27;, &#x27;2018-02-08T23:55:56.000000000&#x27;,\n",
       "       &#x27;2018-02-20T23:55:56.000000000&#x27;, &#x27;2018-07-14T23:56:02.000000000&#x27;,\n",
       "       &#x27;2018-07-26T23:56:03.000000000&#x27;, &#x27;2018-08-07T23:56:04.000000000&#x27;,\n",
       "       &#x27;2018-08-19T23:56:04.000000000&#x27;, &#x27;2018-08-31T23:56:05.000000000&#x27;,\n",
       "       &#x27;2018-09-12T23:56:05.000000000&#x27;, &#x27;2018-09-24T23:56:06.000000000&#x27;,\n",
       "       &#x27;2018-10-06T23:56:06.000000000&#x27;, &#x27;2018-10-18T23:56:06.000000000&#x27;,\n",
       "       &#x27;2018-10-30T23:56:06.000000000&#x27;, &#x27;2018-11-11T23:56:06.000000000&#x27;,\n",
       "       &#x27;2018-11-23T23:56:06.000000000&#x27;, &#x27;2018-12-17T23:56:05.000000000&#x27;,\n",
       "       &#x27;2018-12-29T23:56:04.000000000&#x27;, &#x27;2019-01-10T23:56:04.000000000&#x27;,\n",
       "       &#x27;2019-01-22T23:56:03.000000000&#x27;, &#x27;2019-02-03T23:56:03.000000000&#x27;,\n",
       "       &#x27;2019-02-15T23:56:03.000000000&#x27;, &#x27;2019-02-27T23:56:03.000000000&#x27;,\n",
       "       &#x27;2019-07-09T23:56:08.000000000&#x27;, &#x27;2019-07-21T23:56:09.000000000&#x27;,\n",
       "       &#x27;2019-08-02T23:56:09.000000000&#x27;, &#x27;2019-08-26T23:56:11.000000000&#x27;,\n",
       "       &#x27;2019-09-07T23:56:11.000000000&#x27;, &#x27;2019-09-19T23:56:12.000000000&#x27;,\n",
       "       &#x27;2019-10-01T23:56:12.000000000&#x27;, &#x27;2019-10-13T23:56:12.000000000&#x27;,\n",
       "       &#x27;2019-10-25T23:56:12.000000000&#x27;, &#x27;2019-11-06T23:56:12.000000000&#x27;,\n",
       "       &#x27;2019-11-18T23:56:12.000000000&#x27;, &#x27;2019-11-30T23:56:12.000000000&#x27;,\n",
       "       &#x27;2019-12-12T23:56:11.000000000&#x27;, &#x27;2019-12-24T23:56:11.000000000&#x27;,\n",
       "       &#x27;2020-01-05T23:56:10.000000000&#x27;, &#x27;2020-01-17T23:56:10.000000000&#x27;,\n",
       "       &#x27;2020-01-29T23:56:09.000000000&#x27;, &#x27;2020-02-10T23:56:09.000000000&#x27;,\n",
       "       &#x27;2020-02-22T23:56:09.000000000&#x27;, &#x27;2020-07-03T23:56:14.000000000&#x27;,\n",
       "       &#x27;2020-07-15T23:56:15.000000000&#x27;, &#x27;2020-07-21T23:55:48.000000000&#x27;,\n",
       "       &#x27;2020-07-27T23:56:16.000000000&#x27;, &#x27;2020-08-08T23:56:16.000000000&#x27;,\n",
       "       &#x27;2020-08-20T23:56:17.000000000&#x27;, &#x27;2020-09-01T23:56:18.000000000&#x27;,\n",
       "       &#x27;2020-09-13T23:56:18.000000000&#x27;, &#x27;2020-09-25T23:56:19.000000000&#x27;,\n",
       "       &#x27;2020-10-07T23:56:19.000000000&#x27;, &#x27;2020-10-19T23:56:19.000000000&#x27;,\n",
       "       &#x27;2020-10-31T23:56:19.000000000&#x27;, &#x27;2020-11-12T23:56:19.000000000&#x27;,\n",
       "       &#x27;2020-11-24T23:56:18.000000000&#x27;, &#x27;2020-12-06T23:56:18.000000000&#x27;,\n",
       "       &#x27;2020-12-18T23:56:17.000000000&#x27;, &#x27;2020-12-30T23:56:17.000000000&#x27;,\n",
       "       &#x27;2021-01-11T23:56:16.000000000&#x27;, &#x27;2021-01-23T23:56:16.000000000&#x27;,\n",
       "       &#x27;2021-02-04T23:56:15.000000000&#x27;, &#x27;2021-02-16T23:56:15.000000000&#x27;,\n",
       "       &#x27;2021-02-28T23:56:15.000000000&#x27;, &#x27;2021-07-10T23:56:21.000000000&#x27;,\n",
       "       &#x27;2021-07-22T23:56:21.000000000&#x27;, &#x27;2021-08-03T23:56:22.000000000&#x27;,\n",
       "       &#x27;2021-08-15T23:56:23.000000000&#x27;, &#x27;2021-08-27T23:56:23.000000000&#x27;,\n",
       "       &#x27;2021-09-08T23:56:24.000000000&#x27;, &#x27;2021-09-20T23:56:24.000000000&#x27;,\n",
       "       &#x27;2021-10-02T23:56:25.000000000&#x27;, &#x27;2021-10-14T23:56:25.000000000&#x27;,\n",
       "       &#x27;2021-10-26T23:56:25.000000000&#x27;, &#x27;2021-11-07T23:56:24.000000000&#x27;,\n",
       "       &#x27;2021-11-19T23:56:24.000000000&#x27;, &#x27;2021-12-01T23:56:24.000000000&#x27;,\n",
       "       &#x27;2021-12-13T23:56:23.000000000&#x27;, &#x27;2021-12-25T23:56:22.000000000&#x27;,\n",
       "       &#x27;2022-01-06T23:56:22.000000000&#x27;, &#x27;2022-01-18T23:56:21.000000000&#x27;,\n",
       "       &#x27;2022-01-30T23:56:21.000000000&#x27;, &#x27;2022-02-11T23:56:21.000000000&#x27;,\n",
       "       &#x27;2022-02-23T23:56:21.000000000&#x27;], dtype=&#x27;datetime64[ns]&#x27;)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.506e+06 2.506e+06 ... 2.5e+06</div><input id='attrs-f36724ba-82a3-49e6-92e0-a46c96c50cdc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f36724ba-82a3-49e6-92e0-a46c96c50cdc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-d524b9bb-bc31-474c-b955-a86ed25c6eff' class='xr-var-data-in' type='checkbox'><label for='data-d524b9bb-bc31-474c-b955-a86ed25c6eff' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2506155., 2506145., 2506135., ..., 2499665., 2499655., 2499645.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.476e+05 7.476e+05 ... 7.527e+05</div><input id='attrs-c2bbe209-f24e-4549-8018-45118fd8b271' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-c2bbe209-f24e-4549-8018-45118fd8b271' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3b99fd91-7370-4125-a712-97cb242cb860' class='xr-var-data-in' type='checkbox'><label for='data-3b99fd91-7370-4125-a712-97cb242cb860' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([747575., 747585., 747595., ..., 752715., 752725., 752735.])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-77a95475-6c04-4109-b038-716e9fab9d12' class='xr-section-summary-in' type='checkbox'  checked><label for='section-77a95475-6c04-4109-b038-716e9fab9d12' class='xr-section-summary' >Data variables: <span>(1)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>DpRVIV</span></div><div class='xr-var-dims'>(time, y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.199 2.138 2.185 ... 2.561 2.569</div><input id='attrs-31c1dbd2-4d98-4dc4-bcb0-938c7b6e0301' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-31c1dbd2-4d98-4dc4-bcb0-938c7b6e0301' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-6bafebe5-5290-455d-ad18-7fd4010a4169' class='xr-var-data-in' type='checkbox'><label for='data-6bafebe5-5290-455d-ad18-7fd4010a4169' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>transform :</span></dt><dd>(10.0, 0.0, 747570.0, 0.0, -10.0, 2506160.0)</dd><dt><span>crs :</span></dt><dd>+init=epsg:32645</dd><dt><span>res :</span></dt><dd>(10.0, 10.0)</dd><dt><span>is_tiled :</span></dt><dd>1</dd><dt><span>nodatavals :</span></dt><dd>(-32768.0,)</dd><dt><span>scales :</span></dt><dd>(1.0,)</dd><dt><span>offsets :</span></dt><dd>(0.0,)</dd><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>TIFFTAG_RESOLUTIONUNIT :</span></dt><dd>1 (unitless)</dd><dt><span>TIFFTAG_XRESOLUTION :</span></dt><dd>1</dd><dt><span>TIFFTAG_YRESOLUTION :</span></dt><dd>1</dd></dl></div><div class='xr-var-data'><pre>array([[[2.19945035, 2.13772   , 2.18484285, ..., 2.4647663 ,\n",
       "         2.78261111, 2.70167915],\n",
       "        [2.13125854, 2.08690582, 2.02765821, ..., 2.70858945,\n",
       "         3.03695965, 2.90972929],\n",
       "        [2.25748752, 2.23165854, 2.1275077 , ..., 2.7522407 ,\n",
       "         2.89476673, 2.8914218 ],\n",
       "        ...,\n",
       "        [2.62650285, 2.5919855 , 2.28517193, ..., 2.73423904,\n",
       "         2.62709428, 2.422652  ],\n",
       "        [2.66808506, 2.59288755, 2.23225049, ..., 2.90754593,\n",
       "         2.85115926, 2.66505637],\n",
       "        [2.41707007, 2.2993339 , 2.21181294, ..., 3.32123094,\n",
       "         3.01371689, 2.92061009]],\n",
       "\n",
       "       [[2.78930078, 2.6369105 , 2.37982883, ..., 2.87873271,\n",
       "         3.29936363, 3.19528288],\n",
       "        [2.43204648, 2.45811741, 2.33662318, ..., 2.81417957,\n",
       "         3.27966648, 3.23542422],\n",
       "        [2.41490966, 2.42284957, 2.32356011, ..., 2.81505658,\n",
       "         2.97803343, 2.9123229 ],\n",
       "...\n",
       "        [2.37209933, 2.36254208, 2.3440247 , ..., 2.62576212,\n",
       "         2.61338142, 2.56735707],\n",
       "        [2.42234119, 2.20440647, 2.14286758, ..., 2.62227527,\n",
       "         2.61724835, 2.57861334],\n",
       "        [2.4971215 , 2.26573717, 2.17247571, ..., 2.49691861,\n",
       "         2.67466156, 2.66558174]],\n",
       "\n",
       "       [[2.32103062, 2.27502042, 2.31629233, ..., 2.73901773,\n",
       "         2.90021423, 3.01113528],\n",
       "        [2.28535931, 2.24706641, 2.28931019, ..., 2.82431484,\n",
       "         2.95911962, 2.76739895],\n",
       "        [2.32094115, 2.29474727, 2.36516232, ..., 2.71622771,\n",
       "         2.77367593, 2.58046438],\n",
       "        ...,\n",
       "        [2.62902512, 2.63085326, 2.72186748, ..., 2.53628568,\n",
       "         2.58559663, 2.61111425],\n",
       "        [2.64422344, 2.87327717, 2.70867971, ..., 2.49565489,\n",
       "         2.53529393, 2.55944547],\n",
       "        [2.57358543, 2.82685324, 2.79810673, ..., 2.54988141,\n",
       "         2.56106669, 2.56935816]]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-4af203ee-a829-4fc6-ac82-5e8ce48118d3' class='xr-section-summary-in' type='checkbox'  ><label for='section-4af203ee-a829-4fc6-ac82-5e8ce48118d3' class='xr-section-summary' >Indexes: <span>(3)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>time</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-e734fa80-8e2a-458e-a5b9-169ddb5b0b53' class='xr-index-data-in' type='checkbox'/><label for='index-e734fa80-8e2a-458e-a5b9-169ddb5b0b53' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(DatetimeIndex([&#x27;2016-02-07 23:55:45&#x27;, &#x27;2016-07-24 23:55:54&#x27;,\n",
       "               &#x27;2016-08-17 23:55:56&#x27;, &#x27;2016-09-10 23:55:57&#x27;,\n",
       "               &#x27;2016-10-04 23:55:57&#x27;, &#x27;2016-10-28 23:55:57&#x27;,\n",
       "               &#x27;2016-11-21 23:55:57&#x27;, &#x27;2016-12-15 23:55:56&#x27;,\n",
       "               &#x27;2017-01-08 23:55:54&#x27;, &#x27;2017-02-01 23:55:54&#x27;,\n",
       "               ...\n",
       "               &#x27;2021-11-07 23:56:24&#x27;, &#x27;2021-11-19 23:56:24&#x27;,\n",
       "               &#x27;2021-12-01 23:56:24&#x27;, &#x27;2021-12-13 23:56:23&#x27;,\n",
       "               &#x27;2021-12-25 23:56:22&#x27;, &#x27;2022-01-06 23:56:22&#x27;,\n",
       "               &#x27;2022-01-18 23:56:21&#x27;, &#x27;2022-01-30 23:56:21&#x27;,\n",
       "               &#x27;2022-02-11 23:56:21&#x27;, &#x27;2022-02-23 23:56:21&#x27;],\n",
       "              dtype=&#x27;datetime64[ns]&#x27;, name=&#x27;time&#x27;, length=109, freq=None))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-646046c6-463e-498e-b2ff-af03fb767341' class='xr-index-data-in' type='checkbox'/><label for='index-646046c6-463e-498e-b2ff-af03fb767341' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([2506155.0, 2506145.0, 2506135.0, 2506125.0, 2506115.0, 2506105.0,\n",
       "              2506095.0, 2506085.0, 2506075.0, 2506065.0,\n",
       "              ...\n",
       "              2499735.0, 2499725.0, 2499715.0, 2499705.0, 2499695.0, 2499685.0,\n",
       "              2499675.0, 2499665.0, 2499655.0, 2499645.0],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=652))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-58823e01-a1ca-4a56-8cae-578a328f5616' class='xr-index-data-in' type='checkbox'/><label for='index-58823e01-a1ca-4a56-8cae-578a328f5616' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([747575.0, 747585.0, 747595.0, 747605.0, 747615.0, 747625.0,\n",
       "              747635.0, 747645.0, 747655.0, 747665.0,\n",
       "              ...\n",
       "              752645.0, 752655.0, 752665.0, 752675.0, 752685.0, 752695.0,\n",
       "              752705.0, 752715.0, 752725.0, 752735.0],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=517))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-cf631cb4-3b4c-406b-9567-c731dbdf899e' class='xr-section-summary-in' type='checkbox'  ><label for='section-cf631cb4-3b4c-406b-9567-c731dbdf899e' class='xr-section-summary' >Attributes: <span>(11)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'><dt><span>transform :</span></dt><dd>(10.0, 0.0, 747570.0, 0.0, -10.0, 2506160.0)</dd><dt><span>crs :</span></dt><dd>+init=epsg:32645</dd><dt><span>res :</span></dt><dd>(10.0, 10.0)</dd><dt><span>is_tiled :</span></dt><dd>1</dd><dt><span>nodatavals :</span></dt><dd>(-32768.0,)</dd><dt><span>scales :</span></dt><dd>(1.0,)</dd><dt><span>offsets :</span></dt><dd>(0.0,)</dd><dt><span>AREA_OR_POINT :</span></dt><dd>Area</dd><dt><span>TIFFTAG_RESOLUTIONUNIT :</span></dt><dd>1 (unitless)</dd><dt><span>TIFFTAG_XRESOLUTION :</span></dt><dd>1</dd><dt><span>TIFFTAG_YRESOLUTION :</span></dt><dd>1</dd></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:  (time: 109, y: 652, x: 517)\n",
       "Coordinates:\n",
       "  * time     (time) datetime64[ns] 2016-02-07T23:55:45 ... 2022-02-23T23:56:21\n",
       "  * y        (y) float64 2.506e+06 2.506e+06 2.506e+06 ... 2.5e+06 2.5e+06\n",
       "  * x        (x) float64 7.476e+05 7.476e+05 7.476e+05 ... 7.527e+05 7.527e+05\n",
       "Data variables:\n",
       "    DpRVIV   (time, y, x) float64 2.199 2.138 2.185 2.227 ... 2.55 2.561 2.569\n",
       "Attributes:\n",
       "    transform:               (10.0, 0.0, 747570.0, 0.0, -10.0, 2506160.0)\n",
       "    crs:                     +init=epsg:32645\n",
       "    res:                     (10.0, 10.0)\n",
       "    is_tiled:                1\n",
       "    nodatavals:              (-32768.0,)\n",
       "    scales:                  (1.0,)\n",
       "    offsets:                 (0.0,)\n",
       "    AREA_OR_POINT:           Area\n",
       "    TIFFTAG_RESOLUTIONUNIT:  1 (unitless)\n",
       "    TIFFTAG_XRESOLUTION:     1\n",
       "    TIFFTAG_YRESOLUTION:     1"
      ]
     },
     "execution_count": 35,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "#select months 7-2  jul-feb\n",
    "geotiffs_ds = s1_DpRVI_xarray.sel(time=s1_DpRVI_xarray.time.dt.month.isin([7,8,9,10,11,12,1,2]))\n",
    "geotiffs_ds"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 36,
   "id": "25b1f039-e710-44b6-a8b3-1d502692ee93",
   "metadata": {},
   "outputs": [],
   "source": [
    "#mask \n",
    "geotiffs_ds = geotiffs_ds.where(mask_class == 0)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 37,
   "id": "d61fd0e6-6bb6-485e-903d-a4dc1530a2f3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'DpRVIV timeseries')"
      ]
     },
     "execution_count": 37,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "#Entire time series plot\n",
    "\n",
    "geotiffs_ds.DpRVIV.mean([\"x\", \"y\"]).plot.line(\"g-^\",figsize=(15, 5))\n",
    "\n",
    "_max = geotiffs_ds.DpRVIV.mean([\"x\", \"y\"]).max()\n",
    "_min = geotiffs_ds.DpRVIV.mean([\"x\", \"y\"]).min()\n",
    "\n",
    "\n",
    "plt.vlines(np.datetime64(\"2016-07-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2017-01-31\"), ymin=_min, ymax=_max)\n",
    "\n",
    "plt.vlines(np.datetime64(\"2017-07-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2018-01-31\"), ymin=_min, ymax=_max)\n",
    "\n",
    "plt.vlines(np.datetime64(\"2018-07-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2019-01-31\"), ymin=_min, ymax=_max)\n",
    "\n",
    "plt.vlines(np.datetime64(\"2019-07-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2020-01-31\"), ymin=_min, ymax=_max)\n",
    "\n",
    "plt.vlines(np.datetime64(\"2020-07-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2021-01-31\"), ymin=_min, ymax=_max)\n",
    "\n",
    "plt.vlines(np.datetime64(\"2021-07-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2022-01-31\"), ymin=_min, ymax=_max)\n",
    "\n",
    "\n",
    "plt.title(\"DpRVIV timeseries\")"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 38,
   "id": "75c25bc4-8888-47da-a357-a492b0bec33d",
   "metadata": {},
   "outputs": [],
   "source": [
    "def remove_outliers_ts(xarray_obj):\n",
    "    # Remove outliers using the interquartile range method\n",
    "    q1, q3 = xarray_obj.quantile([0.25, 0.75], dim='time')\n",
    "    iqr = q3 - q1\n",
    "    lower_bound = q1 - 1.5 * iqr\n",
    "    upper_bound = q3 + 1.5 * iqr\n",
    "    xarray_obj = xarray_obj.where((xarray_obj >= lower_bound) & (xarray_obj <= upper_bound), other=np.nan)\n",
    "    # Interpolate the missing values\n",
    "    xarray_obj = xarray_obj.interpolate_na(dim='time')\n",
    "    return xarray_obj"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 39,
   "id": "907cb9f0-ba22-422b-8bf4-1f6f27c7388f",
   "metadata": {},
   "outputs": [],
   "source": [
    "geotiffs_ds['DpRVI'] = remove_outliers_ts(geotiffs_ds.DpRVIV)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 40,
   "id": "fc58f9a5-bc1d-4b19-92ca-ca834a2fdfb3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "geotiffs_ds.DpRVIV.mean([\"x\", \"y\"]).plot.line(\"g-\",figsize=(15, 5))\n",
    "geotiffs_ds.DpRVI.mean([\"x\", \"y\"]).plot.line(\"r-\")\n",
    "\n",
    "\n",
    "_max = geotiffs_ds.DpRVI.mean([\"x\", \"y\"]).max()\n",
    "_min = geotiffs_ds.DpRVI.mean([\"x\", \"y\"]).min()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 41,
   "id": "b138765f-7643-4278-88f5-437b2a403ce7",
   "metadata": {},
   "outputs": [],
   "source": [
    "#Crate separate dataframe based on year\n",
    "data_2016 = geotiffs_ds.sel(time=slice(\"2016-07\",\"2017-02\"))\n",
    "data_2017 = geotiffs_ds.sel(time=slice(\"2017-07\",\"2018-02\"))\n",
    "data_2018 = geotiffs_ds.sel(time=slice(\"2018-07\",\"2019-02\"))\n",
    "data_2019 = geotiffs_ds.sel(time=slice(\"2019-07\",\"2020-02\"))\n",
    "data_2020 = geotiffs_ds.sel(time=slice(\"2020-07\",\"2021-02\"))\n",
    "data_2021 = geotiffs_ds.sel(time=slice(\"2021-07\",\"2022-02\"))"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 42,
   "id": "42b1e532-b3e8-4cbc-a06e-e6e6cc9fcb16",
   "metadata": {},
   "outputs": [],
   "source": [
    "def resample_rolling_mean(da):\n",
    "    \n",
    "    freq='D'\n",
    "    \n",
    "    window = 30\n",
    "    \n",
    "    min_periods=1\n",
    "    \n",
    "    da_resampled = da.resample(time=freq).interpolate('linear')\n",
    "    \n",
    "    return da_resampled.rolling(time=window, min_periods=min_periods).mean()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 43,
   "id": "ad863788-4919-4485-87f7-691780c60c8b",
   "metadata": {},
   "outputs": [],
   "source": [
    "data_2016_clean = data_2016.drop('DpRVIV')\n",
    "data_2017_clean = data_2017.drop('DpRVIV')\n",
    "data_2018_clean = data_2018.drop('DpRVIV')\n",
    "data_2019_clean = data_2019.drop('DpRVIV')\n",
    "data_2020_clean = data_2020.drop('DpRVIV')\n",
    "data_2021_clean = data_2021.drop('DpRVIV')"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 44,
   "id": "dc3fa5db-98d4-4b43-8d3c-331712dd2369",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.LineCollection at 0x1e7e0144760>"
      ]
     },
     "execution_count": 44,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
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\n",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "dprvi_smooth_2016 = resample_rolling_mean(data_2016_clean)\n",
    "dprvi_smooth_2017 = resample_rolling_mean(data_2017_clean)\n",
    "dprvi_smooth_2018 = resample_rolling_mean(data_2018_clean)\n",
    "dprvi_smooth_2019 = resample_rolling_mean(data_2019_clean)\n",
    "dprvi_smooth_2020 = resample_rolling_mean(data_2020_clean)\n",
    "dprvi_smooth_2021 = resample_rolling_mean(data_2021_clean)\n",
    "\n",
    "_min = 2.4\n",
    "_max = 2.8\n",
    "\n",
    "#Plot result\n",
    "dprvi_smooth_2016.DpRVI.mean([\"x\", \"y\"]).plot.line(\"g-^\",figsize=(15, 5))\n",
    "plt.vlines(np.datetime64(\"2016-08-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2016-10-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2016-12-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2017-02-01\"), ymin=_min, ymax=_max)\n",
    "\n",
    "dprvi_smooth_2017.DpRVI.mean([\"x\", \"y\"]).plot.line(\"g-^\",figsize=(15, 5))\n",
    "plt.vlines(np.datetime64(\"2017-08-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2017-10-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2017-12-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2018-02-01\"), ymin=_min, ymax=_max)\n",
    "\n",
    "\n",
    "dprvi_smooth_2018.DpRVI.mean([\"x\", \"y\"]).plot.line(\"g-^\",figsize=(15, 5))\n",
    "plt.vlines(np.datetime64(\"2018-08-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2018-10-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2018-12-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2019-02-01\"), ymin=_min, ymax=_max)\n",
    "\n",
    "\n",
    "dprvi_smooth_2019.DpRVI.mean([\"x\", \"y\"]).plot.line(\"g-^\",figsize=(15, 5))\n",
    "plt.vlines(np.datetime64(\"2019-08-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2019-10-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2019-12-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2020-02-01\"), ymin=_min, ymax=_max)\n",
    "\n",
    "\n",
    "dprvi_smooth_2020.DpRVI.mean([\"x\", \"y\"]).plot.line(\"g-^\",figsize=(15, 5))\n",
    "plt.vlines(np.datetime64(\"2020-08-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2020-10-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2020-12-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2021-02-01\"), ymin=_min, ymax=_max)\n",
    "\n",
    "\n",
    "dprvi_smooth_2021.DpRVI.mean([\"x\", \"y\"]).plot.line(\"g-^\",figsize=(15, 5))\n",
    "plt.vlines(np.datetime64(\"2021-08-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2021-10-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2021-12-01\"), ymin=_min, ymax=_max)\n",
    "plt.vlines(np.datetime64(\"2022-02-01\"), ymin=_min, ymax=_max)\n",
    "\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 45,
   "id": "4e178733-d546-4e22-8983-68e377cda79e",
   "metadata": {},
   "outputs": [],
   "source": [
    "dprvi_smooth_2016_sel = dprvi_smooth_2016.isel(time=slice(1, -1))\n",
    "dprvi_smooth_2017_sel = dprvi_smooth_2017.isel(time=slice(1, -1))\n",
    "dprvi_smooth_2018_sel = dprvi_smooth_2018.isel(time=slice(1, -1))\n",
    "dprvi_smooth_2019_sel = dprvi_smooth_2019.isel(time=slice(1, -1))\n",
    "dprvi_smooth_2020_sel = dprvi_smooth_2020.isel(time=slice(1, -1))\n",
    "dprvi_smooth_2021_sel = dprvi_smooth_2021.isel(time=slice(1, -1))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "9bd01bd6-1739-446c-8f0e-7a0642cf2ffa",
   "metadata": {},
   "source": [
    "# Create stats map"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 46,
   "id": "20987813-2c37-4bf7-a3b7-7afb339694a3",
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "\n",
    "def convert_time_to_day_of_year(da: xr.DataArray) -> xr.DataArray:\n",
    "    \"\"\"\n",
    "    Convert the time dimension of an xarray DataArray to the day of the year.\n",
    "    \"\"\"\n",
    "    # Create a copy of the input DataArray\n",
    "    new_da = da.copy()\n",
    "        \n",
    "    # Extract the day of the year from the time dimension\n",
    "    day_of_year = da.time.dt.dayofyear\n",
    "    \n",
    "    # Add 365 to day of year if it is less than 150\n",
    "    day_of_year = xr.where(day_of_year <= 60, day_of_year + 365, day_of_year)\n",
    "    \n",
    "    # Assign the new time values to the time dimension\n",
    "    new_da[\"time\"] = day_of_year\n",
    "    \n",
    "    # Return the new DataArray\n",
    "    return new_da"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 54,
   "id": "1a776040-4269-4d5b-9c17-9711c0c69299",
   "metadata": {},
   "outputs": [],
   "source": [
    "ts_2016_convert = convert_time_to_day_of_year(dprvi_smooth_2016_sel)\n",
    "ts_2017_convert = convert_time_to_day_of_year(dprvi_smooth_2017_sel)\n",
    "ts_2018_convert = convert_time_to_day_of_year(dprvi_smooth_2018_sel)\n",
    "ts_2019_convert = convert_time_to_day_of_year(dprvi_smooth_2019_sel)\n",
    "ts_2020_convert = convert_time_to_day_of_year(dprvi_smooth_2020_sel)\n",
    "ts_2021_convert = convert_time_to_day_of_year(dprvi_smooth_2021_sel)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 55,
   "id": "fe4ba2b1-29c5-4159-9a6b-e1b80e58d468",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "[<matplotlib.lines.Line2D at 0x1e7e0211670>]"
      ]
     },
     "execution_count": 55,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
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      "text/plain": [
       "<Figure size 1500x500 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts_2021_convert.DpRVI.mean([\"x\", \"y\"]).plot.line(\"g-^\",figsize=(15, 5))"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "b9b52c82-7da7-4858-bca3-2e1c1591daa6",
   "metadata": {},
   "source": [
    "# Map stats functions"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 148,
   "id": "1b038094-c1d5-4bcd-b107-aab1b6ad1a3a",
   "metadata": {},
   "outputs": [],
   "source": [
    "import xarray as xr\n",
    "####################### START OF SEASON ###############################\n",
    "def value_SOS(xarray_df):\n",
    "    time_series = xarray_df.sel(time=slice(Plant_start, Plant_start_end))\n",
    "    return time_series.min(\"time\")\n",
    "\n",
    "def doy_SOS(xarray_df):    \n",
    "    time_series = xarray_df.sel(time=slice(Plant_start, Plant_start_end))    \n",
    "    mask = time_series.isnull().all(\"time\")    \n",
    "    da = time_series.where(~mask, other=0)    \n",
    "    return da.isel(time=da.argmin(\"time\")).time\n",
    "\n",
    "####################### PEAK OF SEASON ###############################\n",
    "def value_POS(xarray_df):\n",
    "    time_series = xarray_df.sel(time=slice(Peak_find_min, Peak_find_max))\n",
    "    return time_series.max(\"time\")\n",
    "\n",
    "def doy_POS(xarray_df):    \n",
    "    time_series = xarray_df.sel(time=slice(Peak_find_min, Peak_find_max))    \n",
    "    mask = time_series.isnull().all(\"time\")    \n",
    "    da = time_series.where(~mask, other=0)    \n",
    "    return da.isel(time=da.argmax(\"time\")).time\n",
    "\n",
    "####################### END OF SEASON ###############################\n",
    "def value_EOS(xarray_df):\n",
    "    time_series = xarray_df.sel(time=slice(Harvest_start, Harvest_start_end))\n",
    "    return time_series.min(\"time\")\n",
    "\n",
    "def doy_EOS(xarray_df):    \n",
    "    time_series = xarray_df.sel(time=slice(Harvest_start, Harvest_start_end))    \n",
    "    mask = time_series.isnull().all(\"time\")    \n",
    "    da = time_series.where(~mask, other=0)    \n",
    "    return da.isel(time=da.argmin(\"time\")).time\n",
    "\n",
    "####################### END OF SEASON ###############################\n",
    "\n",
    "def Lenght(maxi, mini):\n",
    "    result = maxi - mini\n",
    "    result = result.where(result >= 0, np.nan)\n",
    "    return result\n",
    "\n",
    "####################### AFTER PEAK ###############################\n",
    "\n",
    "def doy_After(xarray_df,days_after):\n",
    "    \n",
    "    time_series = xarray_df.sel(time=slice(Peak_find_min, Peak_find_max))   \n",
    "    mask = time_series.isnull().all(\"time\")    \n",
    "    da = time_series.where(~mask, other=0)\n",
    "    \n",
    "    after = da.isel(time=da.argmax(\"time\")).time + days_after\n",
    "    \n",
    "    return after\n",
    "\n",
    "def value_After(xarray_df,days_after):\n",
    "  \n",
    "    mask = xarray_df.isnull().all(\"time\")    \n",
    "    da = xarray_df.where(~mask, other=0)\n",
    "    peak_time =  da.argmax(\"time\")\n",
    "    \n",
    "    #check if days_after is valid\n",
    "    if (peak_time + days_after <= 0).any() or (peak_time + days_after >= len(da.time)).any():\n",
    "        return None\n",
    "       \n",
    "    time_after = da.isel(time=peak_time + days_after)\n",
    "        \n",
    "    return time_after\n",
    "\n",
    "####################### BEFORE PEAK ###############################\n",
    "\n",
    "def doy_Before(xarray_df,days_before):\n",
    "    \n",
    "    time_series = xarray_df.sel(time=slice(Peak_find_min, Peak_find_max))   \n",
    "    mask = time_series.isnull().all(\"time\")    \n",
    "    da = time_series.where(~mask, other=0)\n",
    "    \n",
    "    before = da.isel(time=da.argmax(\"time\")).time - days_before\n",
    "    \n",
    "    return before\n",
    "\n",
    "def value_Before(xarray_df,days_before):\n",
    "  \n",
    "    mask = xarray_df.isnull().all(\"time\")    \n",
    "    da = xarray_df.where(~mask, other=0)\n",
    "    \n",
    "    peak_time =  da.argmax(\"time\")\n",
    "    \n",
    "     #check if days_after is valid\n",
    "    if (peak_time - days_before <= 0).any() or (peak_time - days_before >= len(da.time)).any():\n",
    "        return None\n",
    "    \n",
    "    time_before = da.isel(time=peak_time - days_before)\n",
    "    \n",
    "    return time_before\n"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "be3d6704-270c-4999-a2f9-c807b6f8a9ac",
   "metadata": {},
   "source": [
    "# Stats plot"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 149,
   "id": "aed5f500-e0fb-4525-a9e6-6f202b9ddc21",
   "metadata": {},
   "outputs": [],
   "source": [
    "#ts_2020_convert.doy_SOS.astype(float).rio.to_raster(image_preprocessing_save+'dd.tif',crs='EPSG:32645')\n",
    "\n",
    "dprvi_resample_1D_2020 = ts_2020_convert.mean([\"x\", \"y\"])\n",
    "\n",
    "######################################################################################################################\n",
    "dprvi_resample_1D_2020['value_SOS'] = value_SOS(dprvi_resample_1D_2020.DpRVI)\n",
    "dprvi_resample_1D_2020['doy_SOS'] = doy_SOS(dprvi_resample_1D_2020.DpRVI)\n",
    "\n",
    "dprvi_resample_1D_2020['value_POS'] = value_POS(dprvi_resample_1D_2020.DpRVI)\n",
    "dprvi_resample_1D_2020['doy_POS'] = doy_POS(dprvi_resample_1D_2020.DpRVI)\n",
    "\n",
    "dprvi_resample_1D_2020['value_EOS'] = value_EOS(dprvi_resample_1D_2020.DpRVI)\n",
    "dprvi_resample_1D_2020['doy_EOS'] = doy_EOS(dprvi_resample_1D_2020.DpRVI)\n",
    "\n",
    "######################################################################################################################\n",
    "dprvi_resample_1D_2020['doy_15_Before'] = doy_Before(dprvi_resample_1D_2020.DpRVI, 15)\n",
    "dprvi_resample_1D_2020['value_15_Before'] = value_Before(dprvi_resample_1D_2020.DpRVI, 15)\n",
    "\n",
    "dprvi_resample_1D_2020['doy_30_Before'] = doy_Before(dprvi_resample_1D_2020.DpRVI, 30)\n",
    "dprvi_resample_1D_2020['value_30_Before'] = value_Before(dprvi_resample_1D_2020.DpRVI, 30)\n",
    "\n",
    "######################################################################################################################\n",
    "\n",
    "dprvi_resample_1D_2020['doy_15_After'] = doy_After(dprvi_resample_1D_2020.DpRVI, 15)\n",
    "dprvi_resample_1D_2020['value_15_After'] = value_After(dprvi_resample_1D_2020.DpRVI, 15)\n",
    "\n",
    "dprvi_resample_1D_2020['doy_30_After'] = doy_After(dprvi_resample_1D_2020.DpRVI, 30)\n",
    "dprvi_resample_1D_2020['value_30_After'] = value_After(dprvi_resample_1D_2020.DpRVI, 30)\n",
    "\n",
    "######################################################################################################################\n",
    "\n",
    "dprvi_resample_1D_2020['Increase'] = Lenght(dprvi_resample_1D_2020.doy_POS,dprvi_resample_1D_2020.doy_SOS)\n",
    "dprvi_resample_1D_2020['Decrease'] = Lenght(dprvi_resample_1D_2020.doy_EOS,dprvi_resample_1D_2020.doy_POS)\n",
    "dprvi_resample_1D_2020['Total_Lenght'] = Lenght(dprvi_resample_1D_2020.doy_EOS,dprvi_resample_1D_2020.doy_SOS)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 150,
   "id": "7de92011-caa1-47f4-bce6-51e7b13bc999",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "Text(0.5, 1.0, 'DpRVIVV')"
      ]
     },
     "execution_count": 150,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 1500x700 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# find all the years to assist with plotting\n",
    "fig, ax = plt.subplots()\n",
    "fig.set_size_inches(15, 7)\n",
    "#############################################################\n",
    "vsos = dprvi_resample_1D_2020.value_SOS.mean()\n",
    "sos = dprvi_resample_1D_2020.doy_SOS.mean()\n",
    "vpos = dprvi_resample_1D_2020.value_POS.mean()\n",
    "pos = dprvi_resample_1D_2020.doy_POS.mean()\n",
    "veos = dprvi_resample_1D_2020.value_EOS.mean()\n",
    "eos = dprvi_resample_1D_2020.doy_EOS.mean()\n",
    "vb15 = dprvi_resample_1D_2020.value_15_Before.mean()\n",
    "db15 = dprvi_resample_1D_2020.doy_15_Before.mean()\n",
    "vb30 = dprvi_resample_1D_2020.value_30_Before.mean()\n",
    "db30 = dprvi_resample_1D_2020.doy_30_Before.mean()\n",
    "va15 = dprvi_resample_1D_2020.value_15_After.mean()\n",
    "da15 = dprvi_resample_1D_2020.doy_15_After.mean()\n",
    "va30 = dprvi_resample_1D_2020.value_30_After.mean()\n",
    "da30 = dprvi_resample_1D_2020.doy_30_After.mean()\n",
    "#############################################################\n",
    "dprvi_resample_1D_2020.DpRVI.plot(ax=ax)\n",
    "#START\n",
    "ax.plot(sos, vsos, \"or\")\n",
    "ax.annotate(\n",
    "    \"Start\",\n",
    "    xy=(sos, vsos),\n",
    "    xytext=(-15, 20),\n",
    "    textcoords=\"offset points\",\n",
    "    arrowprops=dict(arrowstyle=\"-|>\"),\n",
    "    )\n",
    "#PEAK\n",
    "ax.plot(pos, vpos, \"or\")\n",
    "ax.annotate(\n",
    "    \"Peak\",\n",
    "    xy=(pos, vpos),\n",
    "    xytext=(-10, -30),\n",
    "    textcoords=\"offset points\",\n",
    "    arrowprops=dict(arrowstyle=\"-|>\"),\n",
    "    )\n",
    "#END\n",
    "ax.plot(eos, veos, \"or\")\n",
    "ax.annotate(\n",
    "    \"End\",\n",
    "    xy=(eos, veos),\n",
    "    xytext=(-15, 20),\n",
    "    textcoords=\"offset points\",\n",
    "    arrowprops=dict(arrowstyle=\"-|>\"),\n",
    "    )\n",
    "#15 before\n",
    "ax.plot(db15, vb15, \"or\")\n",
    "ax.annotate(\n",
    "    \"-15 days\",\n",
    "    xy=(db15, vb15),\n",
    "    xytext=(-30, 20),\n",
    "    textcoords=\"offset points\",\n",
    "    arrowprops=dict(arrowstyle=\"-|>\"),\n",
    "    )\n",
    "#30 before\n",
    "ax.plot(db30, vb30, \"or\")\n",
    "ax.annotate(\n",
    "    \"-30 days\",\n",
    "    xy=(db30, vb30),\n",
    "    xytext=(-30, 20),\n",
    "    textcoords=\"offset points\",\n",
    "    arrowprops=dict(arrowstyle=\"-|>\"),\n",
    "    )\n",
    "#15 after\n",
    "ax.plot(da15, va15, \"or\")\n",
    "ax.annotate(\n",
    "    \"+15 days\",\n",
    "    xy=(da15, va15),\n",
    "    xytext=(20, 30),\n",
    "    textcoords=\"offset points\",\n",
    "    arrowprops=dict(arrowstyle=\"-|>\"),\n",
    "    )\n",
    "#30 after\n",
    "ax.plot(da30, va30, \"or\")\n",
    "ax.annotate(\n",
    "    \"+30 days\",\n",
    "    xy=(da30, va30),\n",
    "    xytext=(20, 30),\n",
    "    textcoords=\"offset points\",\n",
    "    arrowprops=dict(arrowstyle=\"-|>\"),\n",
    "    )\n",
    "#plt.ylim(_min - 0.025, _max.values + 0.05)\n",
    "month_abbr = [\n",
    "    \"Aug\",\n",
    "    \"Sep\",\n",
    "    \"Oct\",\n",
    "    \"Nov\",\n",
    "    \"Dec\",\n",
    "    \"Jan\",\n",
    "    \"Feb\",\n",
    "    \"\"\n",
    "]\n",
    "new_m = []\n",
    "for m in month_abbr:\n",
    "    new_m.append(\"       %s\" % m)  # Add spaces before the month name\n",
    "plt.xticks(np.linspace(186, 426, 8), new_m, horizontalalignment=\"left\")\n",
    "plt.xlabel(\"Month\")\n",
    "plt.ylabel(\"DpRVIVV\")\n",
    "plt.title(\"DpRVIVV\")"
   ]
  },
  {
   "cell_type": "markdown",
   "id": "d2830ac2-43f8-4b9f-b462-0e47dd9e2d36",
   "metadata": {},
   "source": [
    "# Stats xarray"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 156,
   "id": "d292821b-bc07-4cc0-a038-004ae8ee3f25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1e8c2fa85b0>"
      ]
     },
     "execution_count": 156,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts_2016 = xarray.Dataset({'Value_SOS':value_SOS(ts_2016_convert.DpRVI)})\n",
    "ts_2016['doy_SOS'] = doy_SOS(ts_2016_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2016['value_POS'] = value_POS(ts_2016_convert.DpRVI)\n",
    "ts_2016['doy_POS'] = doy_POS(ts_2016_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2016['value_EOS'] = value_EOS(ts_2016_convert.DpRVI)\n",
    "ts_2016['doy_EOS'] = doy_EOS(ts_2016_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2016['Increase'] = Lenght(ts_2016.doy_POS,ts_2016.doy_SOS)\n",
    "ts_2016['Decrease'] = Lenght(ts_2016.doy_EOS,ts_2016.doy_POS)\n",
    "ts_2016['Total_Lenght'] = Lenght(ts_2016.doy_EOS,ts_2016.doy_SOS)\n",
    "ts_2016.Total_Lenght.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 154,
   "id": "e681d956-678c-40d4-bb45-3e5094b642c2",
   "metadata": {},
   "outputs": [
    {
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       ".xr-array-data {\n",
       "  padding: 0 5px !important;\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-array-data,\n",
       ".xr-array-in:checked ~ .xr-array-preview {\n",
       "  display: none;\n",
       "}\n",
       "\n",
       ".xr-array-in:checked ~ .xr-array-data,\n",
       ".xr-array-preview {\n",
       "  display: inline-block;\n",
       "}\n",
       "\n",
       ".xr-dim-list {\n",
       "  display: inline-block !important;\n",
       "  list-style: none;\n",
       "  padding: 0 !important;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list li {\n",
       "  display: inline-block;\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "}\n",
       "\n",
       ".xr-dim-list:before {\n",
       "  content: '(';\n",
       "}\n",
       "\n",
       ".xr-dim-list:after {\n",
       "  content: ')';\n",
       "}\n",
       "\n",
       ".xr-dim-list li:not(:last-child):after {\n",
       "  content: ',';\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-has-index {\n",
       "  font-weight: bold;\n",
       "}\n",
       "\n",
       ".xr-var-list,\n",
       ".xr-var-item {\n",
       "  display: contents;\n",
       "}\n",
       "\n",
       ".xr-var-item > div,\n",
       ".xr-var-item label,\n",
       ".xr-var-item > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-even);\n",
       "  margin-bottom: 0;\n",
       "}\n",
       "\n",
       ".xr-var-item > .xr-var-name:hover span {\n",
       "  padding-right: 5px;\n",
       "}\n",
       "\n",
       ".xr-var-list > li:nth-child(odd) > div,\n",
       ".xr-var-list > li:nth-child(odd) > label,\n",
       ".xr-var-list > li:nth-child(odd) > .xr-var-name span {\n",
       "  background-color: var(--xr-background-color-row-odd);\n",
       "}\n",
       "\n",
       ".xr-var-name {\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-var-dims {\n",
       "  grid-column: 2;\n",
       "}\n",
       "\n",
       ".xr-var-dtype {\n",
       "  grid-column: 3;\n",
       "  text-align: right;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-preview {\n",
       "  grid-column: 4;\n",
       "}\n",
       "\n",
       ".xr-index-preview {\n",
       "  grid-column: 2 / 5;\n",
       "  color: var(--xr-font-color2);\n",
       "}\n",
       "\n",
       ".xr-var-name,\n",
       ".xr-var-dims,\n",
       ".xr-var-dtype,\n",
       ".xr-preview,\n",
       ".xr-attrs dt {\n",
       "  white-space: nowrap;\n",
       "  overflow: hidden;\n",
       "  text-overflow: ellipsis;\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-var-name:hover,\n",
       ".xr-var-dims:hover,\n",
       ".xr-var-dtype:hover,\n",
       ".xr-attrs dt:hover {\n",
       "  overflow: visible;\n",
       "  width: auto;\n",
       "  z-index: 1;\n",
       "}\n",
       "\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  display: none;\n",
       "  background-color: var(--xr-background-color) !important;\n",
       "  padding-bottom: 5px !important;\n",
       "}\n",
       "\n",
       ".xr-var-attrs-in:checked ~ .xr-var-attrs,\n",
       ".xr-var-data-in:checked ~ .xr-var-data,\n",
       ".xr-index-data-in:checked ~ .xr-index-data {\n",
       "  display: block;\n",
       "}\n",
       "\n",
       ".xr-var-data > table {\n",
       "  float: right;\n",
       "}\n",
       "\n",
       ".xr-var-name span,\n",
       ".xr-var-data,\n",
       ".xr-index-name div,\n",
       ".xr-index-data,\n",
       ".xr-attrs {\n",
       "  padding-left: 25px !important;\n",
       "}\n",
       "\n",
       ".xr-attrs,\n",
       ".xr-var-attrs,\n",
       ".xr-var-data,\n",
       ".xr-index-data {\n",
       "  grid-column: 1 / -1;\n",
       "}\n",
       "\n",
       "dl.xr-attrs {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  display: grid;\n",
       "  grid-template-columns: 125px auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt,\n",
       ".xr-attrs dd {\n",
       "  padding: 0;\n",
       "  margin: 0;\n",
       "  float: left;\n",
       "  padding-right: 10px;\n",
       "  width: auto;\n",
       "}\n",
       "\n",
       ".xr-attrs dt {\n",
       "  font-weight: normal;\n",
       "  grid-column: 1;\n",
       "}\n",
       "\n",
       ".xr-attrs dt:hover span {\n",
       "  display: inline-block;\n",
       "  background: var(--xr-background-color);\n",
       "  padding-right: 10px;\n",
       "}\n",
       "\n",
       ".xr-attrs dd {\n",
       "  grid-column: 2;\n",
       "  white-space: pre-wrap;\n",
       "  word-break: break-all;\n",
       "}\n",
       "\n",
       ".xr-icon-database,\n",
       ".xr-icon-file-text2,\n",
       ".xr-no-icon {\n",
       "  display: inline-block;\n",
       "  vertical-align: middle;\n",
       "  width: 1em;\n",
       "  height: 1.5em !important;\n",
       "  stroke-width: 0;\n",
       "  stroke: currentColor;\n",
       "  fill: currentColor;\n",
       "}\n",
       "</style><pre class='xr-text-repr-fallback'>&lt;xarray.Dataset&gt;\n",
       "Dimensions:       (y: 651, x: 515)\n",
       "Coordinates:\n",
       "  * y             (y) float64 2.506e+06 2.506e+06 2.506e+06 ... 2.5e+06 2.5e+06\n",
       "  * x             (x) float64 7.476e+05 7.476e+05 ... 7.527e+05 7.527e+05\n",
       "    spatial_ref   int32 0\n",
       "    time          (y, x) int64 213 213 213 213 213 213 ... 213 213 213 213 213\n",
       "Data variables:\n",
       "    Value_SOS     (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
       "    doy_SOS       (y, x) int64 213 213 213 213 213 213 ... 213 213 213 213 213\n",
       "    value_POS     (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
       "    doy_POS       (y, x) int64 273 273 273 273 273 273 ... 273 273 273 273 273\n",
       "    value_EOS     (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
       "    doy_EOS       (y, x) int64 335 335 335 335 335 335 ... 335 335 335 335 335\n",
       "    Increase      (y, x) float64 60.0 60.0 60.0 60.0 ... 60.0 60.0 60.0 60.0\n",
       "    Decrease      (y, x) float64 62.0 62.0 62.0 62.0 ... 62.0 62.0 62.0 62.0\n",
       "    Total_Lenght  (y, x) float64 122.0 122.0 122.0 122.0 ... 122.0 122.0 122.0</pre><div class='xr-wrap' style='display:none'><div class='xr-header'><div class='xr-obj-type'>xarray.Dataset</div></div><ul class='xr-sections'><li class='xr-section-item'><input id='section-f20a0533-14d3-4410-8333-2973013a2dc8' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-f20a0533-14d3-4410-8333-2973013a2dc8' class='xr-section-summary'  title='Expand/collapse section'>Dimensions:</label><div class='xr-section-inline-details'><ul class='xr-dim-list'><li><span class='xr-has-index'>y</span>: 651</li><li><span class='xr-has-index'>x</span>: 515</li></ul></div><div class='xr-section-details'></div></li><li class='xr-section-item'><input id='section-e3c225f0-ca4c-4394-af94-9292f8b9f106' class='xr-section-summary-in' type='checkbox'  checked><label for='section-e3c225f0-ca4c-4394-af94-9292f8b9f106' class='xr-section-summary' >Coordinates: <span>(4)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>y</span></div><div class='xr-var-dims'>(y)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>2.506e+06 2.506e+06 ... 2.5e+06</div><input id='attrs-f67d1c54-89e4-4aa4-bd61-54d24c4addc2' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-f67d1c54-89e4-4aa4-bd61-54d24c4addc2' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-5b2c56d7-d4c0-4748-a5d4-df9c33863fe3' class='xr-var-data-in' type='checkbox'><label for='data-5b2c56d7-d4c0-4748-a5d4-df9c33863fe3' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([2506145., 2506135., 2506125., ..., 2499665., 2499655., 2499645.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span class='xr-has-index'>x</span></div><div class='xr-var-dims'>(x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>7.476e+05 7.476e+05 ... 7.527e+05</div><input id='attrs-db830066-2178-4060-bd81-f4697dd4bf50' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-db830066-2178-4060-bd81-f4697dd4bf50' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-859efeb4-bc38-4e97-adcc-5f1fd1637609' class='xr-var-data-in' type='checkbox'><label for='data-859efeb4-bc38-4e97-adcc-5f1fd1637609' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([747585., 747595., 747605., ..., 752705., 752715., 752725.])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>spatial_ref</span></div><div class='xr-var-dims'>()</div><div class='xr-var-dtype'>int32</div><div class='xr-var-preview xr-preview'>0</div><input id='attrs-23a38690-776a-4cde-acf9-30f99b593f2b' class='xr-var-attrs-in' type='checkbox' ><label for='attrs-23a38690-776a-4cde-acf9-30f99b593f2b' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-0cdcb991-72d9-4ffc-b239-21fba4595a10' class='xr-var-data-in' type='checkbox'><label for='data-0cdcb991-72d9-4ffc-b239-21fba4595a10' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'><dt><span>crs_wkt :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 45N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,87],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32645&quot;]]</dd><dt><span>semi_major_axis :</span></dt><dd>6378137.0</dd><dt><span>semi_minor_axis :</span></dt><dd>6356752.314245179</dd><dt><span>inverse_flattening :</span></dt><dd>298.257223563</dd><dt><span>reference_ellipsoid_name :</span></dt><dd>WGS 84</dd><dt><span>longitude_of_prime_meridian :</span></dt><dd>0.0</dd><dt><span>prime_meridian_name :</span></dt><dd>Greenwich</dd><dt><span>geographic_crs_name :</span></dt><dd>WGS 84</dd><dt><span>horizontal_datum_name :</span></dt><dd>World Geodetic System 1984</dd><dt><span>projected_crs_name :</span></dt><dd>WGS 84 / UTM zone 45N</dd><dt><span>grid_mapping_name :</span></dt><dd>transverse_mercator</dd><dt><span>latitude_of_projection_origin :</span></dt><dd>0.0</dd><dt><span>longitude_of_central_meridian :</span></dt><dd>87.0</dd><dt><span>false_easting :</span></dt><dd>500000.0</dd><dt><span>false_northing :</span></dt><dd>0.0</dd><dt><span>scale_factor_at_central_meridian :</span></dt><dd>0.9996</dd><dt><span>spatial_ref :</span></dt><dd>PROJCS[&quot;WGS 84 / UTM zone 45N&quot;,GEOGCS[&quot;WGS 84&quot;,DATUM[&quot;WGS_1984&quot;,SPHEROID[&quot;WGS 84&quot;,6378137,298.257223563,AUTHORITY[&quot;EPSG&quot;,&quot;7030&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;6326&quot;]],PRIMEM[&quot;Greenwich&quot;,0,AUTHORITY[&quot;EPSG&quot;,&quot;8901&quot;]],UNIT[&quot;degree&quot;,0.0174532925199433,AUTHORITY[&quot;EPSG&quot;,&quot;9122&quot;]],AUTHORITY[&quot;EPSG&quot;,&quot;4326&quot;]],PROJECTION[&quot;Transverse_Mercator&quot;],PARAMETER[&quot;latitude_of_origin&quot;,0],PARAMETER[&quot;central_meridian&quot;,87],PARAMETER[&quot;scale_factor&quot;,0.9996],PARAMETER[&quot;false_easting&quot;,500000],PARAMETER[&quot;false_northing&quot;,0],UNIT[&quot;metre&quot;,1,AUTHORITY[&quot;EPSG&quot;,&quot;9001&quot;]],AXIS[&quot;Easting&quot;,EAST],AXIS[&quot;Northing&quot;,NORTH],AUTHORITY[&quot;EPSG&quot;,&quot;32645&quot;]]</dd><dt><span>GeoTransform :</span></dt><dd>747580.0 10.0 0.0 2506150.0 0.0 -10.0</dd></dl></div><div class='xr-var-data'><pre>array(0)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>time</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>213 213 213 213 ... 213 213 213 213</div><input id='attrs-13086d1c-d0ca-4ae1-8a5c-fc87bf00e794' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-13086d1c-d0ca-4ae1-8a5c-fc87bf00e794' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-26433b6e-b7e4-4fe5-acb7-b77bc6e94776' class='xr-var-data-in' type='checkbox'><label for='data-26433b6e-b7e4-4fe5-acb7-b77bc6e94776' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[213, 213, 213, ..., 213, 213, 213],\n",
       "       [213, 213, 213, ..., 213, 213, 213],\n",
       "       [213, 213, 213, ..., 213, 213, 213],\n",
       "       ...,\n",
       "       [213, 213, 213, ..., 213, 213, 213],\n",
       "       [213, 213, 213, ..., 213, 213, 213],\n",
       "       [213, 213, 213, ..., 213, 213, 213]], dtype=int64)</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-b771154d-ccea-472d-b2cf-06a3b8eb0b3f' class='xr-section-summary-in' type='checkbox'  checked><label for='section-b771154d-ccea-472d-b2cf-06a3b8eb0b3f' class='xr-section-summary' >Data variables: <span>(9)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-var-name'><span>Value_SOS</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-d16b323a-597b-4750-a8da-d6193b53c4c3' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-d16b323a-597b-4750-a8da-d6193b53c4c3' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-b667ca0f-878f-4be6-851a-4a073165a3ec' class='xr-var-data-in' type='checkbox'><label for='data-b667ca0f-878f-4be6-851a-4a073165a3ec' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>doy_SOS</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>213 213 213 213 ... 213 213 213 213</div><input id='attrs-300422b8-e629-4948-9c4e-3347913b84fe' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-300422b8-e629-4948-9c4e-3347913b84fe' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ed37b09c-fa8e-40c0-993a-f05adff5ef90' class='xr-var-data-in' type='checkbox'><label for='data-ed37b09c-fa8e-40c0-993a-f05adff5ef90' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[213, 213, 213, ..., 213, 213, 213],\n",
       "       [213, 213, 213, ..., 213, 213, 213],\n",
       "       [213, 213, 213, ..., 213, 213, 213],\n",
       "       ...,\n",
       "       [213, 213, 213, ..., 213, 213, 213],\n",
       "       [213, 213, 213, ..., 213, 213, 213],\n",
       "       [213, 213, 213, ..., 213, 213, 213]], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>value_POS</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-7b32b40f-bfab-4df5-9168-822a25024894' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-7b32b40f-bfab-4df5-9168-822a25024894' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-cd3bdbc9-7f1b-49c1-9211-e55f7e4b6686' class='xr-var-data-in' type='checkbox'><label for='data-cd3bdbc9-7f1b-49c1-9211-e55f7e4b6686' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>doy_POS</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>273 273 273 273 ... 273 273 273 273</div><input id='attrs-30a52300-ccd0-4790-8f1d-d871e4c67d61' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-30a52300-ccd0-4790-8f1d-d871e4c67d61' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-fccb995f-459f-4c51-9515-bf253fd9465b' class='xr-var-data-in' type='checkbox'><label for='data-fccb995f-459f-4c51-9515-bf253fd9465b' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[273, 273, 273, ..., 273, 273, 273],\n",
       "       [273, 273, 273, ..., 273, 273, 273],\n",
       "       [273, 273, 273, ..., 273, 273, 273],\n",
       "       ...,\n",
       "       [273, 273, 273, ..., 273, 273, 273],\n",
       "       [273, 273, 273, ..., 273, 273, 273],\n",
       "       [273, 273, 273, ..., 273, 273, 273]], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>value_EOS</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>nan nan nan nan ... nan nan nan nan</div><input id='attrs-74605aac-01af-4fcf-8816-ad62b94d2794' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-74605aac-01af-4fcf-8816-ad62b94d2794' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-9a6d477f-c350-4f9e-972d-0b64b94d82c8' class='xr-var-data-in' type='checkbox'><label for='data-9a6d477f-c350-4f9e-972d-0b64b94d82c8' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       ...,\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan],\n",
       "       [nan, nan, nan, ..., nan, nan, nan]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>doy_EOS</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>int64</div><div class='xr-var-preview xr-preview'>335 335 335 335 ... 335 335 335 335</div><input id='attrs-e629cc07-9b3e-4f09-b57a-493ee7363f93' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-e629cc07-9b3e-4f09-b57a-493ee7363f93' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-ec346d03-9e1b-45ff-8e39-2c8b343d31b5' class='xr-var-data-in' type='checkbox'><label for='data-ec346d03-9e1b-45ff-8e39-2c8b343d31b5' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[335, 335, 335, ..., 335, 335, 335],\n",
       "       [335, 335, 335, ..., 335, 335, 335],\n",
       "       [335, 335, 335, ..., 335, 335, 335],\n",
       "       ...,\n",
       "       [335, 335, 335, ..., 335, 335, 335],\n",
       "       [335, 335, 335, ..., 335, 335, 335],\n",
       "       [335, 335, 335, ..., 335, 335, 335]], dtype=int64)</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Increase</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>60.0 60.0 60.0 ... 60.0 60.0 60.0</div><input id='attrs-9fe9abea-2ce7-4438-a1c5-ea101b5d3cbc' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-9fe9abea-2ce7-4438-a1c5-ea101b5d3cbc' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-3820359a-00a8-4250-ac12-f80eaaee76b0' class='xr-var-data-in' type='checkbox'><label for='data-3820359a-00a8-4250-ac12-f80eaaee76b0' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[60., 60., 60., ..., 60., 60., 60.],\n",
       "       [60., 60., 60., ..., 60., 60., 60.],\n",
       "       [60., 60., 60., ..., 60., 60., 60.],\n",
       "       ...,\n",
       "       [60., 60., 60., ..., 60., 60., 60.],\n",
       "       [60., 60., 60., ..., 60., 60., 60.],\n",
       "       [60., 60., 60., ..., 60., 60., 60.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Decrease</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>62.0 62.0 62.0 ... 62.0 62.0 62.0</div><input id='attrs-02128209-6a58-4919-b2e9-58c049eb32ea' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-02128209-6a58-4919-b2e9-58c049eb32ea' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-86c8584d-7b9d-492e-bdc1-a7898def2d27' class='xr-var-data-in' type='checkbox'><label for='data-86c8584d-7b9d-492e-bdc1-a7898def2d27' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[62., 62., 62., ..., 62., 62., 62.],\n",
       "       [62., 62., 62., ..., 62., 62., 62.],\n",
       "       [62., 62., 62., ..., 62., 62., 62.],\n",
       "       ...,\n",
       "       [62., 62., 62., ..., 62., 62., 62.],\n",
       "       [62., 62., 62., ..., 62., 62., 62.],\n",
       "       [62., 62., 62., ..., 62., 62., 62.]])</pre></div></li><li class='xr-var-item'><div class='xr-var-name'><span>Total_Lenght</span></div><div class='xr-var-dims'>(y, x)</div><div class='xr-var-dtype'>float64</div><div class='xr-var-preview xr-preview'>122.0 122.0 122.0 ... 122.0 122.0</div><input id='attrs-01f19533-4bcc-453b-a7da-5592d1a78c49' class='xr-var-attrs-in' type='checkbox' disabled><label for='attrs-01f19533-4bcc-453b-a7da-5592d1a78c49' title='Show/Hide attributes'><svg class='icon xr-icon-file-text2'><use xlink:href='#icon-file-text2'></use></svg></label><input id='data-8b1189c6-5608-4ef0-97fa-b883e2f11f1f' class='xr-var-data-in' type='checkbox'><label for='data-8b1189c6-5608-4ef0-97fa-b883e2f11f1f' title='Show/Hide data repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-var-attrs'><dl class='xr-attrs'></dl></div><div class='xr-var-data'><pre>array([[122., 122., 122., ..., 122., 122., 122.],\n",
       "       [122., 122., 122., ..., 122., 122., 122.],\n",
       "       [122., 122., 122., ..., 122., 122., 122.],\n",
       "       ...,\n",
       "       [122., 122., 122., ..., 122., 122., 122.],\n",
       "       [122., 122., 122., ..., 122., 122., 122.],\n",
       "       [122., 122., 122., ..., 122., 122., 122.]])</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-09b1812c-c3ed-4f8c-95df-a7db3df30343' class='xr-section-summary-in' type='checkbox'  ><label for='section-09b1812c-c3ed-4f8c-95df-a7db3df30343' class='xr-section-summary' >Indexes: <span>(2)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><ul class='xr-var-list'><li class='xr-var-item'><div class='xr-index-name'><div>y</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-2fdcf49a-37d6-46b5-bc27-cb88dc1d2804' class='xr-index-data-in' type='checkbox'/><label for='index-2fdcf49a-37d6-46b5-bc27-cb88dc1d2804' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([2506145.0, 2506135.0, 2506125.0, 2506115.0, 2506105.0, 2506095.0,\n",
       "              2506085.0, 2506075.0, 2506065.0, 2506055.0,\n",
       "              ...\n",
       "              2499735.0, 2499725.0, 2499715.0, 2499705.0, 2499695.0, 2499685.0,\n",
       "              2499675.0, 2499665.0, 2499655.0, 2499645.0],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;y&#x27;, length=651))</pre></div></li><li class='xr-var-item'><div class='xr-index-name'><div>x</div></div><div class='xr-index-preview'>PandasIndex</div><div></div><input id='index-91657bb7-45ff-47c7-b5d8-848d44bfebf6' class='xr-index-data-in' type='checkbox'/><label for='index-91657bb7-45ff-47c7-b5d8-848d44bfebf6' title='Show/Hide index repr'><svg class='icon xr-icon-database'><use xlink:href='#icon-database'></use></svg></label><div class='xr-index-data'><pre>PandasIndex(Float64Index([747585.0, 747595.0, 747605.0, 747615.0, 747625.0, 747635.0,\n",
       "              747645.0, 747655.0, 747665.0, 747675.0,\n",
       "              ...\n",
       "              752635.0, 752645.0, 752655.0, 752665.0, 752675.0, 752685.0,\n",
       "              752695.0, 752705.0, 752715.0, 752725.0],\n",
       "             dtype=&#x27;float64&#x27;, name=&#x27;x&#x27;, length=515))</pre></div></li></ul></div></li><li class='xr-section-item'><input id='section-e92d46bb-8932-4064-9948-5abb761b4fe0' class='xr-section-summary-in' type='checkbox' disabled ><label for='section-e92d46bb-8932-4064-9948-5abb761b4fe0' class='xr-section-summary'  title='Expand/collapse section'>Attributes: <span>(0)</span></label><div class='xr-section-inline-details'></div><div class='xr-section-details'><dl class='xr-attrs'></dl></div></li></ul></div></div>"
      ],
      "text/plain": [
       "<xarray.Dataset>\n",
       "Dimensions:       (y: 651, x: 515)\n",
       "Coordinates:\n",
       "  * y             (y) float64 2.506e+06 2.506e+06 2.506e+06 ... 2.5e+06 2.5e+06\n",
       "  * x             (x) float64 7.476e+05 7.476e+05 ... 7.527e+05 7.527e+05\n",
       "    spatial_ref   int32 0\n",
       "    time          (y, x) int64 213 213 213 213 213 213 ... 213 213 213 213 213\n",
       "Data variables:\n",
       "    Value_SOS     (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
       "    doy_SOS       (y, x) int64 213 213 213 213 213 213 ... 213 213 213 213 213\n",
       "    value_POS     (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
       "    doy_POS       (y, x) int64 273 273 273 273 273 273 ... 273 273 273 273 273\n",
       "    value_EOS     (y, x) float64 nan nan nan nan nan nan ... nan nan nan nan nan\n",
       "    doy_EOS       (y, x) int64 335 335 335 335 335 335 ... 335 335 335 335 335\n",
       "    Increase      (y, x) float64 60.0 60.0 60.0 60.0 ... 60.0 60.0 60.0 60.0\n",
       "    Decrease      (y, x) float64 62.0 62.0 62.0 62.0 ... 62.0 62.0 62.0 62.0\n",
       "    Total_Lenght  (y, x) float64 122.0 122.0 122.0 122.0 ... 122.0 122.0 122.0"
      ]
     },
     "execution_count": 154,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "ts_2016"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 157,
   "id": "2d185f20-2a6d-4177-bc4b-907245dee654",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1e8f4bbfd00>"
      ]
     },
     "execution_count": 157,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts_2017 = xarray.Dataset({'Value_SOS':value_SOS(ts_2017_convert.DpRVI)})\n",
    "ts_2017['doy_SOS'] = doy_SOS(ts_2017_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2017['value_POS'] = value_POS(ts_2017_convert.DpRVI)\n",
    "ts_2017['doy_POS'] = doy_POS(ts_2017_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2017['value_EOS'] = value_EOS(ts_2017_convert.DpRVI)\n",
    "ts_2017['doy_EOS'] = doy_EOS(ts_2017_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2017['Increase'] = Lenght(ts_2017.doy_POS,ts_2017.doy_SOS)\n",
    "ts_2017['Decrease'] = Lenght(ts_2017.doy_EOS,ts_2017.doy_POS)\n",
    "ts_2017['Total_Lenght'] = Lenght(ts_2017.doy_EOS,ts_2017.doy_SOS)\n",
    "ts_2017.Total_Lenght.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 158,
   "id": "e49ea6eb-0ab6-4add-9457-2e588f3e4984",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1e796da3f40>"
      ]
     },
     "execution_count": 158,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts_2018 = xarray.Dataset({'Value_SOS':value_SOS(ts_2018_convert.DpRVI)})\n",
    "ts_2018['doy_SOS'] = doy_SOS(ts_2018_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2018['value_POS'] = value_POS(ts_2018_convert.DpRVI)\n",
    "ts_2018['doy_POS'] = doy_POS(ts_2018_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2018['value_EOS'] = value_EOS(ts_2018_convert.DpRVI)\n",
    "ts_2018['doy_EOS'] = doy_EOS(ts_2018_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2018['Increase'] = Lenght(ts_2018.doy_POS,ts_2018.doy_SOS)\n",
    "ts_2018['Decrease'] = Lenght(ts_2018.doy_EOS,ts_2018.doy_POS)\n",
    "ts_2018['Total_Lenght'] = Lenght(ts_2018.doy_EOS,ts_2018.doy_SOS)\n",
    "ts_2018.Total_Lenght.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 159,
   "id": "6f69e284-a161-42d2-9aa0-3a8a95a76c25",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1e796e7edf0>"
      ]
     },
     "execution_count": 159,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts_2019 = xarray.Dataset({'Value_SOS':value_SOS(ts_2019_convert.DpRVI)})\n",
    "ts_2019['doy_SOS'] = doy_SOS(ts_2019_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2019['value_POS'] = value_POS(ts_2019_convert.DpRVI)\n",
    "ts_2019['doy_POS'] = doy_POS(ts_2019_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2019['value_EOS'] = value_EOS(ts_2019_convert.DpRVI)\n",
    "ts_2019['doy_EOS'] = doy_EOS(ts_2019_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2019['Increase'] = Lenght(ts_2019.doy_POS,ts_2019.doy_SOS)\n",
    "ts_2019['Decrease'] = Lenght(ts_2019.doy_EOS,ts_2019.doy_POS)\n",
    "ts_2019['Total_Lenght'] = Lenght(ts_2019.doy_EOS,ts_2019.doy_SOS)\n",
    "ts_2019.Total_Lenght.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 160,
   "id": "98c993e6-ccc9-4fa0-a979-3a312b89ea54",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1e799366f70>"
      ]
     },
     "execution_count": 160,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts_2020 = xarray.Dataset({'Value_SOS':value_SOS(ts_2020_convert.DpRVI)})\n",
    "ts_2020['doy_SOS'] = doy_SOS(ts_2020_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2020['value_POS'] = value_POS(ts_2020_convert.DpRVI)\n",
    "ts_2020['doy_POS'] = doy_POS(ts_2020_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2020['value_EOS'] = value_EOS(ts_2020_convert.DpRVI)\n",
    "ts_2020['doy_EOS'] = doy_EOS(ts_2020_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2020['Increase'] = Lenght(ts_2020.doy_POS,ts_2020.doy_SOS)\n",
    "ts_2020['Decrease'] = Lenght(ts_2020.doy_EOS,ts_2020.doy_POS)\n",
    "ts_2020['Total_Lenght'] = Lenght(ts_2020.doy_EOS,ts_2020.doy_SOS)\n",
    "ts_2020.Total_Lenght.plot()"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 161,
   "id": "929aeca8-bf29-41ef-a3cc-c5dcc7fe73a3",
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "<matplotlib.collections.QuadMesh at 0x1e7994500d0>"
      ]
     },
     "execution_count": 161,
     "metadata": {},
     "output_type": "execute_result"
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 640x480 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "ts_2021 = xarray.Dataset({'Value_SOS':value_SOS(ts_2021_convert.DpRVI)})\n",
    "ts_2021['doy_SOS'] = doy_SOS(ts_2021_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2021['value_POS'] = value_POS(ts_2021_convert.DpRVI)\n",
    "ts_2021['doy_POS'] = doy_POS(ts_2021_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2021['value_EOS'] = value_EOS(ts_2021_convert.DpRVI)\n",
    "ts_2021['doy_EOS'] = doy_EOS(ts_2021_convert.DpRVI)\n",
    "######################################################################################################################\n",
    "ts_2021['Increase'] = Lenght(ts_2021.doy_POS,ts_2021.doy_SOS)\n",
    "ts_2021['Decrease'] = Lenght(ts_2021.doy_EOS,ts_2021.doy_POS)\n",
    "ts_2021['Total_Lenght'] = Lenght(ts_2021.doy_EOS,ts_2021.doy_SOS)\n",
    "ts_2021.Total_Lenght.plot()"
   ]
  },
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   "id": "b04a2e48-4e37-405f-9034-d7373b374c3f",
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   "source": [
    "ts_2016.rio.to_raster(image_processing_save+'polder_29_stats_2016.tif', crs='EPSG:32645')\n",
    "ts_2017.rio.to_raster(image_processing_save+'polder_29_stats_2017.tif', crs='EPSG:32645')\n",
    "ts_2018.rio.to_raster(image_processing_save+'polder_29_stats_2018.tif', crs='EPSG:32645')\n",
    "ts_2019.rio.to_raster(image_processing_save+'polder_29_stats_2019.tif', crs='EPSG:32645')\n",
    "ts_2020.rio.to_raster(image_processing_save+'polder_29_stats_2020.tif', crs='EPSG:32645')\n",
    "ts_2021.rio.to_raster(image_processing_save+'polder_29_stats_2021.tif', crs='EPSG:32645')"
   ]
  }
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